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1

Wang, Pei Guang, Xing Min Qi, Xiao Ping Zong und Ling Ling Zhu. „Picking Route Optimization of Automated Warehouse Based on Improved Genetic Algorithms“. Applied Mechanics and Materials 411-414 (September 2013): 2694–97. http://dx.doi.org/10.4028/www.scientific.net/amm.411-414.2694.

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In order to improve the efficiency of automated warehouse, the order-picking task of the fixed shelve was researched and analysed. The picking mathematical model of automated warehouse was established and attributed to the classical traveling salesman problem (TSP) model. At the same time, using an improved genetic algorithms(improved GAs) solved the optimization problem. Firstly, the initial population of the algorithm was optimized, and then a 'reverse evolution operator' was introduced in the improved genetic algorithms because of the lack of local optimization ability of genetic algorithm. Results of experiments verify that the method can acquire satisfying the demands of the route picking and optimization of speed.
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Hermanto, Koko, und Tita Dwi Ermayanti. „Analisa Optimasi Rute Transportasi Antar Jemput Siswa Menggunakan Model CGVRP dan Algoritma Dijkstra di SDIT Darus Sunnah“. Unisda Journal of Mathematics and Computer Science (UJMC) 5, Nr. 2 (31.12.2019): 19–28. http://dx.doi.org/10.52166/ujmc.v5i2.1653.

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School transportation is one of the facilities provided by the school in the process of picking up students. In the process of picking up, taking the optimal route is needed to save costs and time. The purpose of this study is to develop a model School transportation routes using the Clustered Generalized Vehicle Routing Problem (CGVRP ) model and the Dijkstra algorithm to get a more optimal route from the route that has been used. Furthermore, comparing the real distance from the shuttle transportation routes with the distance from the results of this case study using the CGVRP model and the Dijkstra algorithm. From the research results obtained by using the CGVRP model and the Djikstra algorithm which is applied to the case study of shuttle students at Darus Sunnah SDIT We found that our result has shorter distance when compared to the distance of the usual route.. The total distance on the SDIT Darus Sunnah route is 2.746.416 meters and costs Rp. 2.214.288 in a month. While the distance from the proposed route obtained 2.333.616 meters for at Rp. 1.881.478 in a month. Therefore the difference in the distance from the real route and the proposed route is 357.288 meters with a difference in cost of Rp. 332.820, - in a month.
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3

Guo, Jian, Li Zhou und Jie Zhu. „Stochastic Model and Simulation Research for Random-Storage S-Type Manual Order Picking“. Key Engineering Materials 467-469 (Februar 2011): 92–97. http://dx.doi.org/10.4028/www.scientific.net/kem.467-469.92.

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It researches the service efficient problem of logistics distribution center manual order picking, tour length and then. It builds picker route stochastic model under random storage S-type picking condition. It makes model approximation calculation with simulation result under order random arrival frequencies. It conducts well approximation between model and simulation results under the condition of permission error. It is the foundation for improving storage strategy. And it provides basic foundation for researching of picking time distribution function for manual order picking random service system.
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Jin, Hui, Qingsong He, Miao He, Shiqing Lu, Fangchao Hu und Daxian Hao. „Optimization for medical logistics robot based on model of traveling salesman problems and vehicle routing problems“. International Journal of Advanced Robotic Systems 18, Nr. 3 (01.05.2021): 172988142110225. http://dx.doi.org/10.1177/17298814211022539.

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Fast medicine dispensing system (FMDS) as a kind of medical logistic robot can dispense many drugs for one prescription at the same time. To guarantee the sustainability of drug dispensation, it is required that FMDS replenish drugs rapidly. The traditional order picking model (OPM) is difficult to meet the demand of prompt replenishment. To solve the problems of prolonged refilling route and inefficiency of drugs replenishment, a mixed refilling model based on multiple steps traveling salesman problem model (MTSPM) and vehicle routing problem model (VRPM) is proposed, and it is deployed in two circumstances of FMDS, including temporary replenishment mode (TRM) and concentrate replenishment mode (CRM). It not only meted the demand under different circumstances of drug replenishment but also shortened the refilling route significantly. First, the new pick sets were generated. Then, the orders of pick sets were optimized and the new paths were achieved. When the number of pickings is varied no more than 20, experiment results declared that the refilling route is the shortest by utilizing MTSPM when working under the TRM condition. Comparing MTSPM with OPM, the rate of refilling route length decreased up to 32.18%. Under the CRM condition, the refilling route is the shortest by utilizing VRPM. Comparing VRPM with OPM, the rate of refilling route length decreased up to 58.32%. Comparing VRPM with MTSPM, the rate of refilling route length has dropped more than 43.26%.
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Wan, Fu Cai, Duo Chen und Yong Qiang Wu. „Based on Genetic Algorithm Research of Stocker Picking Shortest Path“. Applied Mechanics and Materials 155-156 (Februar 2012): 186–90. http://dx.doi.org/10.4028/www.scientific.net/amm.155-156.186.

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This paper analyzes characteristics of automated warehouse stocker picking operating process. Path optimization problem is considered as traveling salesman problem. The coordinates of picking points by calculating determine a stocker running route. The mathematical model of a path distance is built. And using the improved genetic algorithm solves the above problem. Finally, M-file program of stocker running path optimization is written and run in MATLAB. The simulation results that, in solving stocker path optimization problem, it can search for a shortest path by genetic algorithm. Thereby enhance the efficiency of automated warehouse system, increase greater benefits of the enterprise.
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Zhang, Jin, Wenquan Li, Guoqing Wang und Jingcai Yu. „Feasibility Study of Transferring Shared Bicycle Users with Commuting Demand to Flex-Route Transit—A Case Study of Nanjing City, China“. Sustainability 13, Nr. 11 (28.05.2021): 6067. http://dx.doi.org/10.3390/su13116067.

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Shared bicycle users with commuting purposes generally need to take a traditional public transit and then use the shared bicycle to complete the first/last mile transport. While shared bicycle provides convenient travel for travelers, it also brings a series of problems such as disorderly parking and road occupancy. Therefore, exploring the problem of travel mode shift between shared bicycle and public transit is of significance for improving the traffic environment and increasing the sharing rate of public transit. This paper introduces the flex-route transit system and quantitatively analyzes the rationality and feasibility of using flex-route transit to pick up and drop off shared bicycle users with commuting demand from the temporal perspectives. A flex-route transit route design model is established with the objective of minimizing the sum of vehicle driving time cost and passenger time cost, and the time cost models of the shared bicycle commuting system and the flex-route transit system are constructed, compared, and analyzed to explore the feasibility of flex-route transit picking up or dropping off shared bicycle users under different conditions. Through the subsequent sensitivity analysis, the influence of passenger demand density, fixed station spacing, and travel preference attributed to the two systems are analyzed separately. The results demonstrate that the flex-route transit can efficiently complete the picking up or dropping off for shared bicycle users under certain conditions.
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Wang, Hong Jun, Xiang Jun Zou, D. J. Zou, J. Liu und Tian Hu Liu. „Study on Location Simulation for Picking Manipulator in Virtual Environment Based on Information Fusion of Multi-Sensor“. Key Engineering Materials 392-394 (Oktober 2008): 596–600. http://dx.doi.org/10.4028/www.scientific.net/kem.392-394.596.

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In picking manipulator location system, it is the key problem that the positions of obi-object and picking manipulator are exactly determined in complex environment. Based on multi-sensor information fusion method, a data fusion system of multi-sensor integrating laser-sensor for absolute location with ultrasonic-sensor for inspection impediment was presented. Firstly, data collection and fusion were implemented employing a two- level distribution system. Secondly, the method of data collection and fusion in virtual environment was discussed, and the result data could drive picking manipulator 3D model to dynamically move in real-time using event and route mechanisms provided by virtual environment, which could simulate the process of picking manipulator being accurately located. Finally, a location simulation system was developed by VC++ and EON SDK.
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Bavar, Farhad, Majid Sabzehparvar und Mona Ahmadi Rad. „Routing cross-docking depots, considering the time windows and pricing routes (case study: container transportation of Chabahar port)“. Nexo Revista Científica 33, Nr. 02 (31.12.2020): 409–22. http://dx.doi.org/10.5377/nexo.v33i02.10780.

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In this study, we develop a model for routing cross-docking centers considering time windows and pricing routs. In this model picking and delivery in several times is permitted and each knot can be serviced by more than one vehicle. Every truck can transport one or more product, in other words, we consider compatibility between product and vehicle. This model includes two goals: reducing the total cost and reducing the cost of carrying goods (freight fare). The total cost includes the cost required to traverse between the points, the cost of traversing the routes between the central cross-docking center and the first points after moving, and the cost to traverse the routes between the last points in each route and the depots that must be minimized. In general, the purpose of the model is to obtain the number of cross-docking center, the number of vehicles and the best route in the distribution network. We present a nonlinear programming model for this problem. We have solved the proposed model by GAMS. As the dimensions of the problem increase, the implementation time of the program increases progressively. So, in order to solve the model in medium and large scales, we proposed a genetic meta-heuristic algorithm. The results of examining different issues by the meta-heuristic approach show the very high efficiency of the developed algorithms in terms of the solution time and the answer of the problem.
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Puspita, Fitri Maya, Ani Sahara Br. Simanjuntak, Rima Melati und Sisca Octarina. „Demand robust counterpart open capacitated vehicle routing problem time windows and deadline model of garbage transportation with LINGO 13.0“. International Journal of Electrical and Computer Engineering (IJECE) 10, Nr. 6 (01.12.2020): 6380. http://dx.doi.org/10.11591/ijece.v10i6.pp6380-6388.

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Demand robust counterpart-open capacitated vehicle routing problem with time windows and deadline (DRC-OCVRPtw,d) model formed and explained in this paper, is the model used to find the minimum distance and the time needed for vehicles to transport garbage in Sukarami Sub-District, Palembang that consists of the time it takes for the vehicle to pass through the route. Time needed to transport garbage to the vehicle is called time windows. Combination of the thoses times is called deadline. The farther the distance passed by vehicle and the more garbage transported, the longer the deadline is needed. This DRC-OCVRPtw,d model is completed by LINGO 13.0 to obtain the optimal route and time deadline for Sukarami Sub-District. The model shows that the improved model of open vehicle routing problem involving the robustness, time windows and deadline can achieve the optimal routes that enable driver to save operational time in picking up the garbage compared to similar problem not involving no-time windows and deadline stated in previous research.
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Jin, Hui, Qingsong He, Miao He, Fangchao Hu und Shiqing Lu. „New Method of Path Optimization for Medical Logistics Robots“. Journal of Robotics and Mechatronics 33, Nr. 4 (20.08.2021): 944–54. http://dx.doi.org/10.20965/jrm.2021.p0944.

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The path planning problem of logistics robots is mainly subjected to the time cost of the operation of the mathematical model. To save the time of refilling process in the fast medicine dispensing system (FMDS), the optimization procedure is divided into two steps in this study. First, a new mathematical model called the multiple steps traveling salesman problem model (MTSPM) is proposed to optimize the replenishment quantity of each picking and establish picking sets. Second, an improved ant colony optimization (IACO) algorithm is employed, considering the effects of velocity, acceleration, and deceleration in the refilling route during the development of the new model. Simulation results and operational results demonstrated that MTSPM-IACO was better than both the order picking model (OPM) and MTSPM-ACO in terms of saving refilling time. Compared to the OPM, the optimization of the refilling time of MTSPM-IACO was more than 1.73% in simulation and 15.26% in operation. Compared to MTSPM-ACO, the optimization of the refilling time of MTSPM-IACO was more than 0.13% in simulation and 1.67% in operation.
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Amine Masmoudi, Mohamed, Katarzyna Anna Kuzmicz, Erwin Pesch, Emrah Demir und Manar Hosny. „Container truck transportation routing as a Mixed Fleet Heterogeneous Dial-a-Ride Problem“. MATEC Web of Conferences 312 (2020): 02005. http://dx.doi.org/10.1051/matecconf/202031202005.

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In this paper, a new variant of the Heterogeneous Dial-a-Ride Problem (HDARP) is innovatively applied to a routing problem of trucks picking up and delivering full and empty containers in the logistic chain, including container depots, importers demanding full containers and exporters requesting empty containers. On the route different types of trucks pick-up and deliver full and empty 20- and 40-foot containers. We consider trucks that are operated by alternative fuel, as well as the need for refuelling of trucks in any alternative fuel station to eliminate the risk of running out of fuel during its route. The objective of the paper is to contribute to the optimization of container truck transport routing with multiple pick¬ups and deliveries by providing a mathematical programming model aiming at minimizing the transportation cost as well as the negative environmental impacts.
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Konstantakopoulos, Grigorios D., Sotiris P. Gayialis, Evripidis P. Kechagias, Georgios A. Papadopoulos und Ilias P. Tatsiopoulos. „Delivering and picking goods under time window restrictions: an effective evolutionary algorithm“. Journal of Intelligent & Fuzzy Systems 40, Nr. 3 (02.03.2021): 5323–36. http://dx.doi.org/10.3233/jifs-202129.

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Routing of vehicles and scheduling of deliveries play a crucial role in logistics operations as they affect both the distribution cost and customer satisfaction. That is why researchers have intensively studied this problem in conjunction with the multiple variables and constraints involved in the logistics operations. In this paper, the cases of time windows and simultaneous pickups and deliveries, where goods are simultaneously delivered and collected from customers within a predetermined time slot, are studied. The objective of our research is to create efficient routes that minimize both the number of vehicles and the total distance travelled, as both of them affect the total distribution cost. Considering various plans of routes that are differentiated by the number of routes and the sequence of visitations, can be beneficial for decision-makers, since they have the opportunity to select the plan that better fits their needs. Therefore, in this paper we develop a multiobjective evolutionary algorithm (MOEA) that integrates an improved construction algorithm and a new crossover operator for efficient distribution services. Through the proposed MOEA a set of solutions (route plans), known as Pareto-optimal, is obtained, while single biased solutions are avoided. The proposed algorithm is tested in two well-known datasets in order to evaluate the algorithm’s efficiency. The results indicate that the algorithm’s solutions have small deviation from the best-published and some non-dominated solutions are also obtained.
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MITRA, SUBRATA. „AN ALGORITHM FOR THE GENERALIZED VEHICLE ROUTING PROBLEM WITH BACKHAULING“. Asia-Pacific Journal of Operational Research 22, Nr. 02 (Juni 2005): 153–69. http://dx.doi.org/10.1142/s0217595905000522.

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The Vehicle Routing Problem with Backhauling deals with the supply of finished goods from a depot to a number of delivery points, and picking up returnable items and bringing them back to the depot using a fleet of trucks. Traditionally, the objective of the problem has been to determine the truck routes such that the total number of trucks and/or the total distance traveled/total route cost are minimized. Most of the papers available in the literature in this connection deal with problems where the linehaul (having a demand for finished goods) and backhaul (having items to be returned to the depot) customers are different, and a customer may be visited by at most one truck limiting demand and returns at a location by the capacity of the truck. In this paper, we allow the linehaul and backhaul customers to be the same leading to simultaneous delivery and pickup at a customer location, and also there is no restriction on the quantity demanded at (to be returned from) a customer location. As such a customer may be visited by more than one truck and more than once by the same truck. We developed a Mixed Integer Linear programming (MILP) formulation of the problem and a route construction heuristic. The heuristic averaged 80 ms for 110 problems tested, and in 78 of them the heuristic costs were either equal to the optimal costs or at most equal to the upper bounds on the optimal costs obtained after running the optimization package for 30 min. Optimal solutions were obtained for 28 problems at an average time of 295 ms. The heuristic could match the optimal solutions for 22 of these problems at an average time of 71 ms.
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ROZI, SYAMSYIDA, und CUT MULTAHADAH. „RUTE TERPENDEK UNTUK PENGANGKUTAN SAMPAH DENGAN PENDEKATAN LINTASAN HAMILTON“. E-Jurnal Matematika 10, Nr. 2 (24.05.2021): 115. http://dx.doi.org/10.24843/mtk.2021.v10.i02.p330.

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This research is related to the route of picking up the waste which done by janitors in housing complex of Aur Duri Indah Rt.14 Jambi considering the condition of that housing which have some crossroads, such that janitors take the same road twice which seems inefficient in terms of time and fuel consumption. This research is aimed to identify scientifically about the shortest and more efficient route which should be taken by janitors. This problem is considered as optimization problem through graph modelling. To check the efficient route, the existence of Hamiltonian Path of the graph is identified by using Depth-First Search method, and so is the shortest path. It is found that there are 39 Hamiltonian paths and the shortest path has total distance of 793.8 meter. By the existence of the shortest Hamiltonian Path, it is confirmed that janitors in housing complex of Aur Duri Indah Rt.14 can travel each road once with total distance is about 793.8 meter.
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Peng, Wanqing, Siqi Guo und Haoxuan Li. „Research on Picking Route Optimization of Multi-zone Warehouse Based on Traveling Salesman Problem and Simulated Annealing Algorithm“. Journal of Physics: Conference Series 1861, Nr. 1 (01.03.2021): 012031. http://dx.doi.org/10.1088/1742-6596/1861/1/012031.

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Le, Thi Diem Chau, Duy Duc Nguyen, Judit Oláh und Miklós Pakurár. „Optimal vehicle route schedules in picking up and delivering cargo containers considering time windows in logistics distribution networks: A case study“. Production Engineering Archives 26, Nr. 4 (01.12.2020): 174–84. http://dx.doi.org/10.30657/pea.2020.26.31.

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AbstractThis study describes a pickup and delivery vehicle routing problem, considering time windows in reality. The problem of tractor truck routes is formulated by a mixed integer programming model. Besides this, three algorithms - a guided local search, a tabu search, and simulated annealing - are proposed as solutions. The aims of our study are to optimize the number of internal tractor trucks used, and create optimal routes in order to minimize total logistics costs, including the fixed and variable costs of an internal vehicle group and the renting cost of external vehicles. Besides, our study also evaluates both the quality of solutions and the time to find optimal solutions to select the best suitable algorithm for the real problem mentioned above. A novel mathematical model is formulated by OR tools for Python. Compared to the current solution, our results reduced total costs by 18%, increased the proportion of orders completed by internal vehicles (84%), and the proportion of orders delivered on time (100%). Our study provides a mathematical model with time constraints and large job volumes for a complex distribution network in reality. The proposed mathematical model provides effective solutions for making decisions at logistics companies. Furthermore, our study emphasizes that simulated annealing is a more suitable algorithm than the two others for this vehicle routing problem.
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Le, Thi Diem Chau, Duy Duc Nguyen, Judit Oláh und Miklós Pakurár. „Optimal vehicle route schedules in picking up and delivering cargo containers considering time windows in logistics distribution networks: A case study“. Production Engineering Archives 26, Nr. 4 (01.12.2020): 174–84. http://dx.doi.org/10.30657/pea.2020.26.31.

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Abstract This study describes a pickup and delivery vehicle routing problem, considering time windows in reality. The problem of tractor truck routes is formulated by a mixed integer programming model. Besides this, three algorithms - a guided local search, a tabu search, and simulated annealing - are proposed as solutions. The aims of our study are to optimize the number of internal tractor trucks used, and create optimal routes in order to minimize total logistics costs, including the fixed and variable costs of an internal vehicle group and the renting cost of external vehicles. Besides, our study also evaluates both the quality of solutions and the time to find optimal solutions to select the best suitable algorithm for the real problem mentioned above. A novel mathematical model is formulated by OR tools for Python. Compared to the current solution, our results reduced total costs by 18%, increased the proportion of orders completed by internal vehicles (84%), and the proportion of orders delivered on time (100%). Our study provides a mathematical model with time constraints and large job volumes for a complex distribution network in reality. The proposed mathematical model provides effective solutions for making decisions at logistics companies. Furthermore, our study emphasizes that simulated annealing is a more suitable algorithm than the two others for this vehicle routing problem.
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Zunic, Emir, Haris Hasic und Sead Delalic. „Strategic Approach to Implementation and Integration of Routing-Based Tasks in Warehouse Management Information Systems“. International Journal of e-Education, e-Business, e-Management and e-Learning 10, Nr. 4 (2020): 294–311. http://dx.doi.org/10.17706/ijeeee.2020.10.4.294-311.

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One of the frequently occurring tasks during the development of warehouse management systems is the implementation of routing algorithms of some kind. Whether it is for routing workers during order picking, delivery vehicles or company representatives, this task has proven to be challenging in the technical as well as the social sense. In other words, the task is heavily dependent on various general and company-specific constraints and it directly dictates the way employees should do their job. This paper describes a strategic approach to the development and gradual integration of such algorithms which makes sure that all constraints are satisfied and, more importantly, ensures that route suggestions are viewed by the employees as a helpful tool rather than a threat to their job. In the first part of this paper, the approach is described and evaluated on a warehouse representative routing problem through a real-world case study in a medium-to-large warehouse. In the second part, the same approach is adapted to a delivery vehicle routing problem for a smaller retailer company. In both cases, routing efficiency almost doubled in comparison to previous approaches used by the companies. The most important factors of the implementation and integration stages as well as the impact of the changes on employee satisfaction are aggregated, analysed in detail, and discussed throughout different stages of development.
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Bolaños Zuñiga, Johanna, Jania Astrid Saucedo Martínez, Tomas Eloy Salais Fierro und José Antonio Marmolejo Saucedo. „Optimization of the Storage Location Assignment and the Picker-Routing Problem by Using Mathematical Programming“. Applied Sciences 10, Nr. 2 (10.01.2020): 534. http://dx.doi.org/10.3390/app10020534.

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The order picking process involves a series of activities in response to customer needs, such as the selection or programming of orders (batches), and the selection of different items from their storage location to shipment. These activities are accomplished by a routing policy that determines the picker sequence for retrieving the items from the storage location. Therefore, the order picking problem has been plenty investigated; however, in previous research, the proposed models were based on demand fulfilling, putting aside factors such as the product weight—which is an important criterion—at the time of establishing routes. In this article, a mathematical model is proposed; it takes into account the product’s weight derived from a case study. This model is relevant, as no similar work was found in the literature that improves the order picking by making simultaneous decisions on the storage location assignment and the picker-routing problem, considering precedence constraints based on the product weight and the characteristics of the case study, as the only location for each product in a warehouse with a general layout.
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Viveros, Pablo, Katalina González, Rodrigo Mena, Fredy Kristjanpoller und Javier Robledo. „Slotting Optimization Model for a Warehouse with Divisible First-Level Accommodation Locations“. Applied Sciences 11, Nr. 3 (20.01.2021): 936. http://dx.doi.org/10.3390/app11030936.

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Efficiency in supply chains is critically affected by the performance of operations within warehouses. For this reason, the activities related to the disposition and management of inventories are crucial. This work addresses the multi-level storage locations assignment problem for SKU pallets, considering divisible locations in the first level to improve the picking operation and reduce the travel times associated with the routes of the cranes. A mathematical programming model is developed considering the objective of minimizing the total travel distance, and in the background, maximizing the use of storage capacity. To solve this complex problem, we consider its decomposition into four subproblems, which are solved sequentially. To evaluate the performance of the model, two analysis scenarios based on different storage strategies are proposed to evaluate both the entry and exit distance of pallets, as well as the cost associated with the movements.
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Hu, Hongtao, Jiao Mo und Chengle Ma. „Optimization of Vehicle Routing with Pickup Based on Multibatch Production“. Discrete Dynamics in Nature and Society 2018 (01.11.2018): 1–9. http://dx.doi.org/10.1155/2018/2804589.

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To reduce the inventory cost and ensure product quality while meeting the diverse demands of customers, manufacturers yield products in batches. However, the raw materials required for manufacturing need to be obtained from suppliers in advance, making it necessary to understand beforehand how to best structure the pickup routes so as to reduce the cost of picking up and stocking while also ensuring the supply of raw materials required for each batch of production. To reduce the transportation and inventory costs, therefore, this paper establishes a mixed integer programming model for the joint optimization of multibatch production and vehicle routing problems involving a pickup. Following this, a two-stage hybrid heuristic algorithm is proposed to solve this model. In the first stage, an integrated algorithm, combining the Clarke-Wright (CW) algorithm and the Record to Record (RTR) travel algorithm, was used to solve vehicle routing problem. In the second stage, the Particle Swarm Optimization (PSO) algorithm was used to allocate vehicles to each production batch. Multiple sets of numerical experiments were then performed to validate the effectiveness of the proposed model and the performance efficiency of the two-stage hybrid heuristic algorithm.
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Yin, Yugang, und Yahui Liu. „Quasi-Closeness: A Toolkit for Social Network Applications Involving Indirect Connections“. Mathematical Problems in Engineering 2017 (2017): 1–9. http://dx.doi.org/10.1155/2017/7420281.

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We come up with a punishment in the form of exponential decay for the number of vertices that a path passes through, which is able to reconcile the contradictory effects of geodesic length and edge weights. This core thought is the key to handling three typical applications; that is, given an information demander, he may be faced with the following problems: choosing optimal route to contact the single supplier, picking out the best supplier between multiple candidates, and calculating his point centrality, which involves indirect connections. Accordingly, three concrete solutions in one logic thread are proposed. Firstly, by adding a constraint to Dijkstra algorithm, we limit our candidates for optimal route to the sample space of geodesics. Secondly, we come up with a unified standard for the comparison between adjacent and nonadjacent vertices. Through punishment in the form of exponential decay, the attenuation effect caused by the number of vertices that a path passes through has been offset. Then the adjacent vertices and punished nonadjacent vertices can be compared directly. At last, an unprecedented centrality index, quasi-closeness, is ready to come out, with direct and indirect connections being summed up.
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Safa, Gharbi, Hayfa ZGAYA und Slim HAMMADI. „Alliance between agents and optimization in warehouse logistics“. INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY 8, Nr. 3 (28.02.2014): 1372–91. http://dx.doi.org/10.24297/ijmit.v8i3.1951.

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Nowadays, logistics has become an important part in the supply chain due to the effects of globalization. A warehouse is a large building where goods are stored, and where they may be shipped, catalogued, or received. When considering the level of effort involved in warehouse operations, the greatest expenditure of effort is in the picking process. In warehouse, the major goal is to improve the efficiency, accurancy and safety of warehouse operations. Supply chain managers focus to gain maximum efficiency for minimum cost. Therefore, Warehouse Management Systemd (WMS) first appeared on the market in the 1980s and have been developed to handle warehouse resources and track and monitor warehouse real-time operations. There are many application of Radio Frequency Identification (RFID) that can be found embedded in items especially in supply chain management. Verification is one of the crucial issues of RFID technology. The purpose of this study is to demonstrate the feasibility of a location using the RFID as an active technology in warehouse management field. In this content, our objective is to combine multi-agent systems and optimization algorithms in order to localize the operator by integrating the indoor positioning system and then optimize operator roote during the picking mission. In this paper, we present an Optimizer Based Agent Communication of Operator Work plan in Warehouse (OBACO2W). Order pickers, using the pick by voice technique, receive and execute the orders sent by the WMS. The purpose of logistics is to establish efficient and satisfy customers requirement. So, we aim to enhance workers productivity by assigning to the order pickers the shortest path for the picking mission. We must first locate the picker adopting the RFID technology. Multi-agent modeling problem can be divided into skills and knowledge to autonomous entities called agents, to provide links and dialogue between these entities by means of communication and interaction. In a multi-agent system, the change of status of certain objects in the environment of change agents can affect their behavior and decisions. Thus, to optimize their choices and to guide their taken decisions, these agents can be equipped with optimization approaches suited to their skills and knowledge. Hence the alliance between the multi-agent systems and optimization methods; these two approaches are perfectly complementary.
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24

Nyoman Sriastuti, D. A., I. G. Putu Suparsa und D. M. Priyantha Wedagama. „ANALISIS KELAYAKAN FINANSIAL PENGOPERASIAN ANGKUTAN ANTAR JEMPUT SISWA SEKOLAH PADA KORIDOR JALAN GUNUNG AGUNG DENPASAR“. Jurnal Spektran, 01.01.2013. http://dx.doi.org/10.24843/spektran.2013.v01.i01.p02.

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The population increase in Denpasar City causes the increase of peoples’ activities which is followed by the increase of using transportation facilities. It certainly influences the traffic in the city itself. One of the peoples’ activities causing traffic jams on the streets of Denpasar particularly on Gunung Agung Street is the students’ pick-up service. The jam is mainly caused by the use of private vehicles especially motorcycles for picking-up the students. The problem can be overcome with pick up service so that the use of private vehicles can be minimized. Some advantages can be gained from the pick-up service; it can be done door to door in accordance with the students’ schedules and it can help the parents who are in troubles in bringing and picking-up their children to schools. A planning and an evaluation on aspects of financial investment feasibility towards the students’ pick-up service are needed in order to match both the interests of service providers and the customers. This research used field survey method completed with interview method. The interview method was applied to gain primary data from related parties and from related institutions for the secondary data. Tariff calculation analysis based on the vehicle operational cost (VOC) used a method of Transportation Department, and the Ability to Pay (ATP) tariff and Willing to Pay (WTF) tariff were determined based on respondents’ income and their perceptions toward a tariff they expected. The result of the research shows that the ATP tariff for both routes is higher than WTF tariff; on route I the ATP is Rp. 569,76 per kilometer- passenger (Rp. 4,273 per passenger) and the WTP tariff is Rp. 499,67 per kilometer-passenger (Rp. 3,748 per passenger), on route II the ATP tariff is Rp. 594,46 per kilometer-passenger (Rp. 3,864 per passenger) and the WTP tarrif is Rp. 554,56 per kilometer-passenger (Rp. 3,605 per passenger). Based on the estimation of the passengers, there are 97 vehicles estimated for route I and 38 for route II. Based on the tariff analysis, it can be recommended that tariff based on VOC + 15% margins is Rp. 797,47 per kilometer-passenger (Rp. 5,981 per passenger) for route I and Rp. 1,645,08 per kilometer-passanger (Rp. 10,693 per passenger) for route II. The financial evaluation analysis shows that the three criteria such as Net Future Value, Benefit Cost ration, and Internal Rate of Return for route I and route II are not feasible to be operated if they are operated both by personal and corporation agents.
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Supriana, I. Wayan. „PENCARIAN RUTE TERBAIK UNTUK DISTRIBUSI BANK SAMPAH MENGGUNAKAN TRAVELLING SALESMAN PROBLEM (TSP) STUDI KASUS KOTA DENPASAR“. Jurnal Teknologi Informasi dan Komputer 3, Nr. 2 (25.02.2018). http://dx.doi.org/10.36002/jutik.v3i2.298.

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ABSTRACT <br /> A garbage bank is a place used to collect disaggregated debris. The high enthusiasm of the<br />society to become a bank customer is inversely proportional to the real situation where there are<br />still a few people who become customers of garbage bank. The problem with the community is to<br />collect their own garbage and deposit it to the garbage bank management. This garbage collection<br />process should be done optimally so that the purpose of the establishment of waste banks can be<br />achieved and the growth of garbage bank customers increases. So to overcome the problem of<br />garbage picking done the best route search for waste bank distribution using Traveling Salasmen<br />Problem (TSP). The optimization method for best path determination using genetic algorithm.<br />Genetic algorithm is a method by utilizing variable speed in each path that influence the travel<br />time in each way and utilizing natural selection process known as evolution process, cross<br />breeding process or crossover function, mutation and individual improvement. The result of the<br />best route search of waste bank distribution using Traveling Salesman Problem (TSP) shows the<br />best route that must be passed by Denpasar garbage bank in the 6th generation with 331 minutes<br />travel time.<br /> <br /> Keywords: Garbage Bank, Genetic, TSP, Crossover <br /><br />ABSTRAK <br /><br /> Bank sampah adalah suatu tempat yang digunakan mengumpulkan sampah-sampah yang<br />sudah dipilah- pilah. Antusias masyarakat yang tinggi menjadi nasabah bank sampah <br />berbanding terbalik dengan keadaan sebenarnya dimana masih sedikit masyarakat yang menjadi<br />nasabah bank sampah. Hal yang menjadi kendala masyarakat adalah mengumpulkan sampah<br />sendiri dan menyetornya ke pihak pengelola bank sampah. Proses pengumpulan sampah ini<br />haruslah dilakukan secara optimal agar tujuan dari dibentuknya bank sampah dapat tercapai dan<br />pertumbuhan nasabah bank sampah meningkat. Maka untuk mengatasi masalah penjemputan <br />sampah dilakukan pencarian rute terbaik untuk distribusi bank sampah menggunakan Travelling<br />Salasmen Problem (TSP). Metode optimasi untuk penentuan jalur terbaik menggunakan algoritma<br />genetika. Algoritma genetika merupakan metode dengan memanfaatkan variable kecepatan disetiap<br />jalur yang mempengaruhi waktu tempuh disetiap jalan dan memanfaatkan proses seleksi alamiah<br />yang dikenal dengan proses evolusi, proses perkawinan silang atau fungsi crossover, mutasi<br />maupun perbaikan individu. Hasil dari penelitian pencarian rute terbaik distribusi bank sampah<br />menggunakan Travelling Salesman Problem (TSP) menunjukkan rute terbaik yang harus dilalui<br />bank sampah kota Denpasar pada generasi ke 6 dengan waktu tempuh 331 menit.<br /> <br />Kata Kunci: bank sampah, genetika, TSP, crossover
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26

Bruns, Axel. „What's the Story“. M/C Journal 2, Nr. 5 (01.07.1999). http://dx.doi.org/10.5204/mcj.1774.

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Practically any good story follows certain narrative conventions in order to hold its readers' attention and leave them with a feeling of satisfaction -- this goes for fictional tales as well as for many news reports (we do tend to call them 'news stories', after all), for idle gossip as well as for academic papers. In the Western tradition of storytelling, it's customary to start with the exposition, build up to major events, and end with some form of narrative closure. Indeed, audience members will feel disturbed if there is no sense of closure at the end -- their desire for closure is a powerful one. From this brief description of narrative patterns it is also clear that such narratives depend crucially on linear progression through the story in order to work -- there may be flashbacks and flashforwards, but very few stories, it seems, could get away with beginning with their point of closure, and work back to the exposition. Closure, as the word suggests, closes the story, and once reached, the audience is left with the feeling of now knowing the whole story, of having all the pieces necessary to understand its events. To understand how important the desire to reach this point is to the audience, just observe the discussions of holes in the plot which people have when they're leaving a cinema: they're trying to reach a better sense of closure than was afforded them by the movie itself. In linearly progressing media, this seems, if you'll pardon the pun, straightforward. Readers know when they've finished an article or a book, viewers know when a movie or a broadcast is over, and they'll be able to assess then if they've reached sufficient closure -- if their desires have been fulfilled. On the World Wide Web, this is much more difficult: "once we have it in our hands, the whole of a book is accessible to us readers. However, in front of an electronic read-only hypertext document we are at the mercy of the author since we will only be able to activate the links which the author has provided" (McKnight et al. 119). In many cases, it's not even clear whether we've reached the end of the text already: just where does a Website end? Does the question even make sense? Consider the following example, reported by Larry Friedlander: I watched visitors explore an interactive program in a museum, one that contained a vast amount of material -- pictures, film, historic explanations, models, simulations. I was impressed by the range of subject matter and by the ambitiousness and polish of the presentation. ... But to my surprise, as I watched visitors going down one pathway after another, I noticed a certain dispirited glaze spread over their faces. They seemed to lose interest quite quickly and, in fact, soon stopped their explorations. (163) Part of the problem here may just have been the location of the programme, of course -- when you're out in public, you might just not have the time to browse as extensively as you could from your computer at home. But there are other explanations, too: the sheer amount of options for exploration may have been overwhelming -- there may not have been any apparent purpose to aim for, any closure to arrive at. This is a problem inherent in hypertext, particularly in networked systems like the Web: it "changes our conception of an ending. Different readers can choose not only to end the text at different points but also to add to and extend it. In hypertext there is no final version, and therefore no last word: a new idea or reinterpretation is always possible. ... By privileging intertextuality, hypertext provides a large number of points to which other texts can attach themselves" (Snyder 57). In other words, there will always be more out there than any reader could possibly explore, since new documents are constantly being added. There is no ending if a text is constantly extended. (In print media this problem appears only to a far more limited extent: there, intertextuality is mostly implicit, and even though new articles may constantly be added -- 'linked', if you will -- to a discourse, due to the medium's physical nature they're still very much separate entities, while Web links make intertextuality explicit and directly connect texts.) Does this mark the end of closure, then? Adding to the problem is the fact that it's not even possible to know how much of the hypertextual information available is still left unexplored, since there is no universal register of all the information available on the Web -- "the extent of hypertext is unknowable because it lacks clear boundaries and is often multi-authored" (Snyder 19). While reading a book you can check how many more pages you've got to go, but on the Web this is not an option. Our traditions of information transmission create this desire for closure, but the inherent nature of the medium prevents us from ever satisfying it. Barrett waxes lyrical in describing this dilemma: contexts presented online are often too limited for what we really want: an environment that delivers objects of desire -- to know more, see more, learn more, express more. We fear being caught in Medusa's gaze, of being transfixed before the end is reached; yet we want the head of Medusa safely on our shield to freeze the bitstream, the fleeting imagery, the unstoppable textualisations. We want, not the dead object, but the living body in its connections to its world, connections that sustain it, give it meaning. (xiv-v) We want nothing less, that is, than closure without closing: we desire the knowledge we need, and the feeling that that knowledge is sufficient to really know about a topic, but we don't want to devalue that knowledge in the same process by removing it from its context and reducing it to trivial truisms. We want the networked knowledge base that the Web is able to offer, but we don't want to feel overwhelmed by the unfathomable dimensions of that network. This is increasingly difficult the more knowledge is included in that network -- "with the growth of knowledge comes decreasing certainty. The confidence that went with objectivity must give way to the insecurity that comes from knowing that all is relative" (Smith 206). The fact that 'all is relative' is one which predates the Net, of course, and it isn't the Internet or the World Wide Web that has destroyed objectivity -- objectivity has always been an illusion, no matter how strongly journalists or scientists have at times laid claims ot it. Internet-based media have simply stripped away more of the pretences, and laid bare the subjective nature of all information; in the process, they have also uncovered the fact that the desire for closure must ultimately remain unfulfilled in any sufficiently non-trivial case. Nonetheless, the early history of the Web has seen attempts to connect all the information available (LEO, one of the first major German Internet resource centres, for example, took its initials from its mission to 'Link Everything Online') -- but as the amount of information on the Net exploded, more and more editorial choices of what to include and what to leave out had to be made, so that now even search engines like Yahoo! and Altavista quite clearly and openly offer only a selection of what they consider useful sites on the Web. Web browsers still hoping to find everything on a certain topic would be well-advised to check with all major search engines, as well as important resource centres in the specific field. The average Web user would probably be happy with picking the search engine, Web directory or Web ring they find easiest to use, and sticking with it. The multitude of available options here actually shows one strength of the Internet and similar networks -- "the computer permits many [organisational] structures to coexist in the same electronic text: tree structures, circles, and lines can cross and recross without obstructing one another. The encyclopedic impulse to organise can run riot in this new technology of writing" (Bolter 95). Still, this multitude of options is also likely to confuse some users: in particular, "novices do not know in which order they need to read the material or how much they should read. They don't know what they don't know. Therefore learners might be sidetracked into some obscure corner of the information space instead or covering the important basic information" (Nielsen 190). They're like first-time visitors to a library -- but this library has constantly shifting aisles, more or less well-known pathways into specialty collections, fiercely competing groups of librarians, and it extends almost infinitely. Of course, the design of the available search and information tools plays an important role here, too -- far more than it is possible to explore at this point. Gay makes the general observation that "visual interfaces and navigational tools that allow quick browsing of information layout and database components are more effective at locating information ... than traditional index or text-based search tools. However, it should be noted that users are less secure in their findings. Users feel that they have not conducted complete searches when they use visual tools and interfaces" (185). Such technical difficulties (especially for novices) will slow take-up of and low satisfaction with the medium (and many negative views of the Web can probably be traced to this dissatisfaction with the result of searches -- in other words, to a lack of satisfaction of the desire for closure); while many novices eventually overcome their initial confusion and become more Web-savvy, others might disregard the medium as unsuitable for their needs. At the other extreme of the scale, the inherent lack for closure, in combination with the societally deeply ingrained desire for it, may also be a strong contributing factor for another negative phenomenon associated with the Internet: that of Net users becoming Net junkies, who spend every available moment online. Where the desire to know, to get to the bottom (or more to the point: to the end) of a topic, becomes overwhelming, and where the fundamental unattainability of this goal remains unrealised, the step to an obsession with finding information seems a small one; indeed, the neverending search for that piece of knowledge surpassing all previously found ones seems to have obvious similarities to drug addiction with its search for the high to better all previous highs. And most likely, the addiction is only heightened by the knowledge that on the Web, new pieces of information are constantly being added -- an endless, and largely free, supply of drugs... There is no easy solution to this problem -- in the end, it is up to the user to avoid becoming an addict, and to keep in mind that there is no such thing as total knowledge. Web designers and content providers can help, though: "there are ways of orienting the reader in an electronic document, but in any true hypertext the ending must remain tentative. An electronic text never needs to end" (Bolter 87). As Tennant & Heilmeier elaborate, "the coming ease-of-use problem is one of developing transparent complexity -- of revealing the limits and the extent of vast coverage to users, and showing how the many known techniques for putting it all together can be used most effectively -- of complexity that reveals itself as powerful simplicity" (122). We have been seeing, therefore, the emergence of a new class of Websites: resource centres which help their visitors to understand a certain topic and view it from all possible angles, which point them in the direction of further information on- and off-site, and which give them an indication of how much they need to know to understand the topic to a certain degree. In this, they must ideally be very transparent, as Tennant & Heilmeier point out -- having accepted that there is no such thing as objectivity, it is necessary for these sites to point out that their offered insight into the field is only one of many possible approaches, and that their presented choice of information is based on subjective editorial decisions. They may present preferred readings, but they must indicate that these readings are open for debate. They may help satisfy some of their readers' desire for closure, but they must at the same time point out that they do so by presenting a temporary ending beyond which a more general story continues. If, as suggested above, closure crucially depends on a linear mode of presentation, such sites in their arguments help trace one linear route through the network of knowledge available online; they impose a linear from-us-to-you model of transmission on the normally unordered many-to-many structure of the Net. In the face of much doomsaying about the broadcast media, then, here is one possible future for these linear transmission media, and it's no surprise that such Internet 'push' broad- or narrowcasting is a growth area of the Net -- simply put, it serves the apparent need of users to be told stories, to have their desire for closure satisfied through clear narrative progressions from exposition through development to end. (This isn't 'push' as such, really: it's more a kind of 'push on demand'.) But at the same time, this won't mean the end of the unstructured, networked information that the Web offers: even such linear media ultimately build on that networked pool of knowledge. The Internet has simply made this pool public -- passively as well as actively accessible to everybody. Now, however, Web designers (and this includes each and every one of us, ultimately) must work "with the users foremost in mind, making sure that at every point there is a clear, simple and focussed experience that hooks them into the welter of information presented" (Friedlander 164); they must play to the desire for closure. (As with any preferred reading, however, there is also a danger that that closure is premature, and that the users' process or meaning-making is contained and stifled rather than aided.) To return briefly to Friedlander's experience with the interactive museum exhibit: he draws the conclusion that visitors were simply overwhelmed by the sheer mass of information and were reluctant to continue accumulating facts without a guiding purpose, without some sense of how or why they could use all this material. The technology that delivers immense bundles of data does not simultaneously deliver a reason for accumulating so much information, nor a way for the user to order and make sense of it. That is the designer's task. The pressing challenge of multimedia design is to transform information into usable and useful knowledge. (163) Perhaps this transformation is exactly what is at the heart of fulfilling the desire for closure: we feel satisfied when we feel we know something, have learnt something from a presentation of information (no matter if it's a news report or a fictional story). Nonetheless, this satisfaction must of necessity remain intermediate -- there is always much more still to be discovered. "From the hypertext viewpoint knowledge is infinite: we can never know the whole extent of it but only have a perspective on it. ... Life is in real-time and we are forced to be selective, we decide that this much constitutes one node and only these links are worth representing" (Beardon & Worden 69). This is not inherently different from processes in other media, where bandwidth limitations may even force much stricter gatekeeping regiments, but as in many cases the Internet brings these processes out into the open, exposes their workings and stresses the fundamental subjectivity of information. Users of hypertext (as indeed users of any medium) must be aware of this: "readers themselves participate in the organisation of the encyclopedia. They are not limited to the references created by the editors, since at any point they can initiate a search for a word or phrase that takes them to another article. They might also make their own explicit references (hypertextual links) for their own purposes ... . It is always a short step from electronic reading to electronic writing, from determining the order of texts to altering their structure" (Bolter 95). Significantly, too, it is this potential for wide public participation which has made the Internet into the medium of the day, and led to the World Wide Web's exponential growth; as Bolter describes, "today we cannot hope for permanence and for general agreement on the order of things -- in encyclopedias any more than in politics and the arts. What we have instead is a view of knowledge as collections of (verbal and visual) ideas that can arrange themselves into a kaleidoscope of hierarchical and associative patterns -- each pattern meeting the needs of one class of readers on one occasion" (97). To those searching for some meaningful 'universal truth', this will sound defeatist, but ultimately it is closer to realism -- one person's universal truth is another one's escapist phantasy, after all. This doesn't keep most of us from hoping and searching for that deeper insight, however -- and from the preceding discussion, it seems likely that in this we are driven by the desire for closure that has been imprinted in us so deeply by the multitudes of narrative structures we encounter each day. It's no surprise, then, that, as Barrett writes, "the virtual environment is a place of longing. Cyberspace is an odyssey without telos, and therefore without meaning. ... Yet cyberspace is also the theatre of operations for the reconstruction of the lost body of knowledge, or, perhaps more correctly, not the reconstruction, but the always primary construction of a body of knowing. Thought and language in a virtual environment seek a higher synthesis, a re-imagining of an idea in the context of its truth" (xvi). And so we search on, following that by definition end-less quest to satisfy our desire for closure, and sticking largely to the narrative structures handed down to us through the generations. This article is no exception, of course -- but while you may gain some sense of closure from it, it is inevitable that there is a deeper feeling of a lack of closure, too, as the article takes its place in a wider hypertextual context, where so much more is still left unexplored: other articles in this issue, other issues of M/C, and further journals and Websites adding to the debate. Remember this, then: you decide when and where to stop. References Barrett, Edward, and Marie Redmont, eds. Contextual Media: Multimedia and Interpretation. Cambridge, Mass.: MIT P, 1995. Barrett, Edward. "Hiding the Head of Medusa: Objects and Desire in a Virtual Environment." Barrett & Redmont xi- vi. Beardon, Colin, and Suzette Worden. "The Virtual Curator: Multimedia Technologies and the Roles of Museums." Barrett & Redmont 63-86. Bolter, Jay David. Writing Space: The Computer, Hypertext, and the History of Writing. Hillsdale, N.J.: Lawrence Erlbaum Associates, 1991. Friedlander, Larry. "Spaces of Experience on Designing Multimedia Applications." Barrett & Redmont 163-74. Gay, Geri. "Issues in Accessing and Constructing Multimedia Documents." Barrett & Redmont 175-88. McKnight, Cliff, John Richardson, and Andrew Dillon. "The Authoring of Hypertext Documents." Hypertext: Theory into Practice. Ed. Ray McAleese. Oxford: Intellect, 1993. Nielsen, Jakob. Hypertext and Hypermedia. Boston: Academic Press, 1990. Smith, Anthony. Goodbye Gutenberg: The Newspaper Revolution of the 1980's [sic]. New York: Oxford UP, 1980. Snyder, Ilana. Hypertext: The ELectronic Labyrinth. Carlton South: Melbourne UP, 1996. Tennant, Harry, and George H. Heilmeier. "Knowledge and Equality: Harnessing the Truth of Information Abundance." Technology 2001: The Future of Computing and Communications. Ed. Derek Leebaert. Cambridge, Mass.: MIT P, 1991. Citation reference for this article MLA style: Axel Bruns. "What's the Story: The Unfulfilled Desire for Closure on the Web." M/C: A Journal of Media and Culture 2.5 (1999). [your date of access] <http://www.uq.edu.au/mc/9907/closure.php>. Chicago style: Axel Bruns, "What's the Story: The Unfulfilled Desire for Closure on the Web," M/C: A Journal of Media and Culture 2, no. 5 (1999), <http://www.uq.edu.au/mc/9907/closure.php> ([your date of access]). APA style: Axel Bruns. (1999) What's the story: the unfulfilled desire for closure on the Web. M/C: A Journal of Media and Culture 2(5). <http://www.uq.edu.au/mc/9907/closure.php> ([your date of access]).
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27

Smith, Naomi. „Between, Behind, and Out of Sight“. M/C Journal 24, Nr. 2 (26.04.2021). http://dx.doi.org/10.5204/mcj.2764.

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Introduction I am on the phone with a journalist discussing my research into anti-vaccination. As the conversation winds up, they ask a question I have come to expect: "how big do you think this is?" My answer is usually some version of the following: that we have no way of knowing. I and my fellow researchers can only see the information that is public or in the sunlight. How anti-vaccination information spreads through private networks is dark to us. It is private and necessarily so. This means that we cannot track how these conversations spread in the private or parochial spaces of Facebook, nor can we consider how they might extend into other modes of mediated communication. Modern communication is a complex and multiplatform accomplishment. Consider this: I am texting with my friend, I send her a selfie, in the same moment I hear a notification, she has DMed me a relevant Instagram post via that app. I move to Instagram and share another post in response; we continue our text message conversation there. Later in the day, I message her on Facebook Messenger while participating in a mutual WhatsApp group chat. The next day we Skype, and while we talk, we send links back and forth, which in hindsight are as clear as hieroglyphics before the Rosetta stone. I comment on her Twitter post, and we publicly converse back and forth briefly while other people like our posts. None of these instances are discrete conversational events, even though they occur on different platforms. They are iterations on the same themes, and the archival properties of social media and private messaging apps mean that neither of you forgets where you left off. The conversation slides not only between platforms and contexts but in and out of visibility. Digitally mediated conversation hums in the background of daily life (boring meetings, long commutes and bad dates) and expands our understanding of the temporal and sequential limits of conversation. In this article, I will explore digitally-mediated cross-platform conversation as a problem in two parts, and how we can understand it as part of the 'dark social'. Specifically, I want to draw attention to how 'dark' online spaces are part of our everyday communicative practices and are not necessarily synonymous with the illicit, illegal, or deviant. I argue that the private conversations we have online are also part of the dark social web, insofar as they are hidden from the public eye. When I think of dark social spaces, I think of what lies beneath the surface of murky waters, what hides behind in backstage areas, and the moments between platforms. In contrast, 'light' (or public) social spaces are often perceived as siloed. The boundaries between these platforms are artificially clean and do not appear to leak into other spaces. This article explores the dark and shadowed spaces of online conversation and considers how we might approach them as researchers. Conversations occur in the backchannels of social media platforms, in private messaging functions that are necessarily invisible to the researcher's gaze. These spaces are distinct from the social media activity analysed by Marwick and boyd. Their research examining teens' privacy strategies on social media highlights how social media posts that multiple audiences may view often hold encoded meanings. Social media posts are a distinct and separate category of activity from meditated conversations that occur one to one, or in smaller group chat settings. Second is the disjunction between social media platforms. Users spread their activity across any number of social media platforms, according to social and personal logics. However, these movements are difficult to capture; it is difficult to see in the dark. Platforms are not hermeneutically sealed off from each other, or the broader web. I argue that understanding how conversation moves between platforms and in the backstage spaces of platforms are two parts of the same dark social puzzle. Conversation Online Digital media have changed how we maintain our social connections across time and space. Social media environments offer new possibilities for communication and engagement as well as new avenues for control. Calls and texts can be ignored, and our phones are often used as shields. Busying ourselves with them can help us avoid unwanted face-to-face conversations. There are a number of critiques regarding the pressure of always-on contact, and a growing body of research that examines how users negotiate these demands. By examining group messaging, Mannell highlights how the boundaries of these chats are porous and flexible and mark a distinct communicative break from previous forms of mobile messaging, which were largely didactic. The advent of group chats has also led to an increasing complication of conversation boundaries. One group chat may have several strands of conversation sporadically re-engaged with over time. Manell's examination of group chats empirically illustrates the complexity of digitally-mediated conversations as they move across private, parochial, and public spaces in a way that is not necessarily temporally linear. Further research highlights the networked nature of digitally mediated interpersonal communication and how conversations sprawl across multiple platforms (Burchell). Couldry (16, 17) describes this complex web as the media manifold. This concept encompasses the networked platforms that comprise it and refers to its embeddedness in daily life. As we no longer “log on” to the internet to send and receive email, the manifold is both everywhere and nowhere; so too are our conversations. Gershon has described the ways we navigate the communicative affordances of these platforms as “media ideologies" which are the "beliefs, attitudes, and strategies about the media they [individuals] use" (391). Media ideologies also contain implicit assumptions about which platforms are best for delivering which kinds of messages. Similarly, Burchell argues that the relational ordering of available media technologies is "highly idiosyncratic" (418). Burchell contends that this idiosyncratic ordering is interdependent and relational, and that norms about what to do when are both assumed by individuals and learnt in their engagement with others (418). The influence of others allows us to adjust our practices, or as Burchell argues, "to attune and regulate one's own conduct … and facilitate engagement despite the diverse media practices of others" (418). In this model, individuals are constantly learning and renegotiating norms of conversation on a case by case, platform by platform basis. However, I argue that it is more illuminating to consider how we have collectively developed an implicit and unconscious set of norms and signals that govern our (collective) conduct, as digitally mediated conversation has become embedded in our daily lives. This is not to say that everyone has the same conversational skill level, but rather that we have developed a common toolbox for understanding the ebb and flow of digitally mediated conversations across platforms. However, these norms are implicit, and we only have a partial understanding of how they are socially achieved in digitally-mediated conversation. What Lies Beneath Most of what we do online is assumed not to be publicly visible. While companies like Facebook trace us across the web and peer into every nook and cranny of our private use patterns, researchers have remained focussed on what lies above in the light, not below, in the dark. This has meant an overwhelming focus on single platform studies that rely on the massification of data as a default measure for analysing sentiment and behaviour online. Sociologically, we know that what occurs in dark social spaces, or backstage, is just as important to social life as what happens in front of an audience (Goffman). Goffman's research uses the metaphor of the theatre to analyse how social life is accomplished as a performance. He highlights that (darkened) backstage spaces are those where we can relax, drop our front, and reveal parts of our (social) self that may be unpalatable to a broader audience. Simply, the public data accessible to researchers on social media are “trace data”, or “trace conversation”, from the places where conversations briefly leave (public) footprints and can be tracked and traced before vanishing again. Alternatively, we can visualise internet researchers as swabbing door handles for trace evidence, attempting to assemble a narrative out of a left-behind thread or a stray fingerprint. These public utterances, often scraped through API access, are only small parts of the richness of online conversation. Conversations weave across multiple platforms, yet single platforms are focussed on, bracketing off their leaky edges in favour of certainty. We know the social rules of platforms, but less about the rules between platforms, and in their darker spaces. Conversations briefly emerge into the light, only to disappear again. Without understanding how conversation is achieved and how it expands and contracts and weaves in and out of the present, we are only ever guessing about the social dynamics of mediated conversation as they shift between light, dark, and shadow spaces. Small things can cast large shadows; something that looms large may be deceptively small. Online they could be sociality distorted by disinformation campaigns or swarms of social bots. Capturing the Unseen: An Ethnomethodological Approach Not all data are measurable, computable, and controllable. There is uncertainty beyond what computational logics can achieve. Nooks and crannies of sociality exist beyond the purview of computable data. This suggests that we can apply pre-digital social research methods to capture these “below the surface” conversations and understand their logics. Sociologists have long understood that conversation is a social accomplishment. In the 1960s, sociologist Harvey Sacks developed conversation analysis as an ethnomethodological technique that seeks to understand how social life is accomplished in day-to-day conversation and micro-interactions. Conversation analysis is a detailed and systematic account of how naturally-occurring talk is socially ordered, and has been applied across a number of social contexts, including news interviews, judicial settings, suicide prevention hotlines, therapy sessions, as well as regular phone conversations (Kitzinger and Frith). Conversation analysis focusses on fine-grained detail, all of the little patterns of speech that make up a conversation; for example, the pauses, interruptions, self-corrections, false starts, and over-speaking. Often these too are hidden features of conversation, understood implicitly, but hovering on the edges of our social knowledge. One of the most interesting uses of conversational analysis is to understand refusal, that is, how we say 'no' as a social action. This body of research turns common-sense social knowledge – that saying no is socially difficult – into a systemic schema of social action. For instance, acceptance is easy to achieve; saying yes typically happens quickly and without hesitation. Acceptances are not qualified; a straightforward 'yes' is sufficient (Kitzinger and Frith). However, refusals are much more socially complex. Refusal is usually accomplished by apologies, compliments, and other palliative strategies that seek to cushion the blow of refusals. They are delayed and indirect conversational routes, indicating their status as a dispreferred social action, necessitating their accompaniment by excuses or explanations (Kitzinger and Frith). Research by Kitzinger and Frith, examining how women refuse sexual advances, illustrates that we all have a stock of common-sense knowledge about how refusals are typically achieved, which persists across various social contexts, including in our intimate relationships. Conversation analysis shows us how conversation is achieved and how we understand each other. To date, conversation analysis techniques have been applied to spoken conversation but not yet extended into text-based mediated conversation. I argue that we could apply insights from conversation analysis to understand the rules that govern digitally mediated conversation, how conversation moves in the spaces between platforms, and the rules that govern its emergence into public visibility. What rules shape the success of mediated communication? How can we understand it as a social achievement? When conversation analysis walks into the dark room it can be like turning on the light. How can we apply conversation analysis, usually concerned with the hidden aspects of plainly visible talk, to conversation in dark social spaces, across platforms and in private back channels? There is evidence that the norms of refusal, as highlighted by conversation analysis, are persistent across platforms, including in people's private digitally-mediated conversations. One of the ways in which we can identify these norms in action is by examining technology resistance. Relational communication via mobile device is pervasive (Hall and Baym). The concentration of digitally-mediated communication into smartphones means that conversational norms are constantly renegotiated, alongside expectations of relationship maintenance in voluntary social relationships like friendship (Hall and Baym). Mannell also explains that technology resistance can include lying by text message when explaining non-availability. These small, habitual, and often automatic lies are categorised as “butler lies” and are a polite way of achieving refusal in digitally mediated conversations that are analogous to how refusal is accomplished in face-to-face conversation. Refusals, rejections, and, by extension, unavailability appear to be accompanied by the palliative actions that help us achieve refusal in face-to-face conversation. Mannell identifies strategies such as “feeling ill” to explain non-availability without hurting others' feelings. Insights from conversation analysis suggest that on balance, it is likely that all parties involved in both the furnishing and acceptance of a butler lie understand that these are polite fabrications, much like the refusals in verbal conversation. Because of their invisibility, it is easy to assume that conversations in the dark social are chaotic and disorganised. However, there are tantalising hints that the reverse is true. Instead of arguing that individuals construct conversational norms on a case by case, platform by platform basis, I suggest that we now have a stock of common-sense social knowledge that we also apply to cross-platform mediated communication. In the spaces where gaps in this knowledge exist, Szabla and Blommaert argue that actors use existing norms of interactions and can navigate a range of interaction events even in online environments where we would expect to see a degree of context collapse and interactional disorganisation. Techniques of Detection How do we see in the dark? Some nascent research suggests a way forward that will help us understand the rhythms of cross-platform mediated conversation. Apps have been used to track participants' messaging and calling activities (Birnholtz, Davison, and Li). This research found a number of patterns that signal a user's attention or inattention, including response times and linguistic clues. Similarly, not-for-profit newsroom The Markup built a Facebook inspector called the citizen browser, a "standalone desktop application that was distributed to a panel of more than 1000 paid participants" (Mattu et al.). The application works by being connected to a participant's Facebook account and periodically capturing data from their Facebook feeds. The data is automatically deidentified but is still linked to the demographic information that participants provide about themselves, such as gender, race, location, and age. Applications like these point to how researchers might reliably collect interaction data from Facebook to glimpse into the hidden networks and interactions that drive conversation. User-focussed data collection methods also help us, as researchers, to sever our reliance on API access. API-reliant research is dependent on the largesse of social media companies for continued access and encourages research on the macro at the micro's expense. After all, social media and other digital platforms are partly constituted by the social acts of their users. Without speech acts that constitute mediated conversation, liking, sharing GIFs, and links, as well as the gaps and silences, digital platforms cease to exist. Digital platforms are not just archives of “big data”, but rather they are collections of speech and records of how our common-sense knowledge about how to communicate has stretched and expanded beyond face-to-face contexts. A Problem of Bots Ethnomethodological approaches have been critiqued as focussing too much on the small details of conversation, on nit-picking small details, and thus, as unable to comment on macro social issues of oppression and inequality (Kitzinger and Frith 311). However, understanding digitally-mediated conversation through the lens of talk-as-human-interaction may help us untangle our most pressing social problems across digital platforms. Extensive research examines platforms such as Twitter for “inauthentic” behaviour, primarily identifying which accounts are bots. Bots accounts are programmed Twitter accounts (for example) that automatically tweet information on political or contentious issues, while mimicking genuine engagement. Bots can reply to direct messages too; they converse with us as they are programmed to act as “humanly” as possible. Despite this, there are patterns of behaviour and engagement that distinguish programmed bot accounts, and a number of platforms are dedicated to their detection. However, bots are becoming increasingly sophisticated and better able to mimic “real” human engagement online. But there is as yet no systematic framework regarding what “real” digitally mediated conversation looks like. An ethnomethodological approach to understanding this would better equip platforms to understand inauthentic activity. As Yang and colleagues succinctly state, "a supervised machine learning tool is only as good as the data used for its training … even the most advanced [bot detection] algorithms will fail with outdated training datasets" (8). On the flipside, organisations are using chat bots to deliver cognitive behavioural therapy and assist people in moments of psychological distress. But the bots do not feel human; they reply instantly to any message sent. Some require responses in the form of emojis. The basis of therapy is talk. Understanding more accurately how naturally-occurring talk functions in online spaces could create more sensitive and genuinely therapeutic tools. Conclusion It is easy to forget that social media have largely mainstreamed over the last decade; in this decade, crucial social norms about how we converse online have developed. These norms allow us to navigate our conversations, with intimate friends and strangers alike across platforms, both in and out of public view, in ways that are often temporally non-sequential. Dark social spaces are a matter of intense marketing interest. Advertising firm Disruptive Advertising identified the very spaces that are the focus of this article as “dark social”: messaging apps, direct messaging, and native mobile apps facilitate user activity that is "not as easily controlled nor tracked". Dark social traffic continues to grow, yet our understanding of why, how, and for whom trails behind. To make sense of our social world, which is increasingly indistinguishable from online activity, we need to examine the spaces between and behind platforms, and how they co-mingle. Where are the spaces where the affordances of multiple platforms and technologies scrape against each other in uncomfortable ways? How do users achieve intelligible conversation not just because of affordances, but despite them? Focussing on micro-sociological encounters and conversations may also help us understand what could build a healthy online ecosystem. How are consensus and agreement achieved online? What are the persistent speech acts (or text acts) that signal when consensus is achieved? To begin where I started, to understand the scope and power of anti-vaccination sentiment, we need to understand how it is shared and discussed in dark social spaces, in messaging applications, and other backchannel spaces. Taking an ethnomethodological approach to these conversational interactions could also help us determine how misinformation is refused, accepted, and negotiated in mediated conversation. Focussing on “dark conversation” will help us more richly understand our social world and add much needed insight into some of our pressing social problems. References Burchell, Kenzie. "Everyday Communication Management and Perceptions of Use: How Media Users Limit and Shape Their Social World." Convergence 23.4 (2017): 409–24. Couldry, Nick. Media, Society, World: Social Theory and Digital Media Practice. Polity, 2012. Goffman, Erving. The Presentation of Self in Everyday Life. Penguin, 1990. Gershon, Ilana. The Breakup 2.0: Disconnecting over New Media. Cornell University Press, 2010. Hall, Jeffrey A., and Nancy K. Baym. "Calling and Texting (Too Much): Mobile Maintenance Expectations, (Over)dependence, Entrapment, and Friendship Satisfaction." New Media & Society 14.2 (2012): 316–31. Hall, Margaret, et al. "Editorial of the Special Issue on Following User Pathways: Key Contributions and Future Directions in Cross-Platform Social Media Research." International Journal of Human–Computer Interaction 34.10 (2018): 895–912. Kitzinger, Celia, and Hannah Frith. "Just Say No? The Use of Conversation Analysis in Developing a Feminist Perspective on Sexual Refusal." Discourse & Society 10.3 (1999): 293–316. Ling, Rich. "Soft Coercion: Reciprocal Expectations of Availability in the Use of Mobile Communication." First Monday, 2016. Mannell, Kate. "A Typology of Mobile Messaging's Disconnective Affordances." Mobile Media & Communication 7.1 (2019): 76–93. ———. "Plural and Porous: Reconceptualising the Boundaries of Mobile Messaging Group Chats." Journal of Computer-Mediated Communication 25.4 (2020): 274–90. Marwick, Alice E., and danah boyd. "Networked Privacy: How Teenagers Negotiate Context in Social Media." New Media & Society 16.7 (2014): 1051–67. Mattu, Surya, Leon Yin, Angie Waller, and Jon Keegan. "How We Built a Facebook Inspector." The Markup 5 Jan. 2021. 9 Mar. 2021 <https://themarkup.org/citizen-browser/2021/01/05/how-we-built-a-facebook-inspector>. Sacks, Harvey. Lectures on Conversation: Volumes I and II. Ed. Gail Jefferson. Blackwell, 1995. Szabla, Malgorzata, and Jan Blommaert. "Does Context Really Collapse in Social Media Interaction?" Applied Linguistics Review 11.2 (2020): 251–79.
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Treagus, Mandy. „Pu'aka Tonga“. M/C Journal 13, Nr. 5 (17.10.2010). http://dx.doi.org/10.5204/mcj.287.

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I have only ever owned one pig. It didn’t have a name, due as it was for the table. Just pu‘aka. But I liked feeding it; nothing from the household was wasted. I planned not to become attached. We were having a feast and a pig was the one essential requirement. The piglet came to us as a small creature with a curly tail. It would not even live an adult life, as the fully-grown local pig is a fatty beast with little meat. Pigs are mostly killed when partly grown, when the meat/fat ratio is at its optimum. The pig was one of the few animals to accompany Polynesians as they made the slow journey across the islands and oceans from Asia: pigs and chickens and dogs. The DNA of island pigs reveals details about the route taken that were previously hidden (Larsen et al.). Of these three animals, pigs assumed the most ceremonial importance. In Tonga, pigs often live an exalted life. They roam freely, finding food where they can. They wallow. Wherever there is a pool of mud, often alongside a road, there is a pig wallowing. Huge beasts emerge from their pools with dark mud lining their bellies as they waddle off, teats swinging, to another pleasure. Pig snouts are extraordinarily strong; with the strength of a pig behind them, they can dig holes, uproot crops, and generally wreak havoc. How many times have I chased them from my garden, despairing at the loss of precious vegetables I could get no other way? But they must forage. They are fed scraps, and coconut for protein, but often must fend for themselves. Despite the fact that many meet an early death, their lives seem so much more interesting than those lived by the anonymous residents of intensive piggeries in Australia, my homeland. When the time came for the pig to be sacrificed to the demands of the feast, two young Tongan men did the honours. They also cooked the pig on an open fire after skewering it on a pole. Their reward was the roasted sweetmeats. The ‘umu was filled with taro and cassava, yam and sweet potato, along with lū pulu and lū ika: tinned beef and fish cooked in taro leaves and coconut cream. In the first sitting, all those of high status—church ministers, college teachers, important villagers and pālangi like me—had the first pick of the food. Students from the college and lowly locals had the second. The few young men who remained knew it was their task to finish off all of the food. They set about this activity with intense dedication, paying particular attention to the carcass of the pig. By the end of the night, what was left of our little pig was a pile of bones, the skeleton taken apart at every joint. Not a scrap of anything edible remained. In the early 1980s, I went to live on a small island in the Kingdom of Tonga, where my partner was the Principal of an agricultural college, in the main training young men for working small hereditary mixed farms. Memories of that time and a recent visit inform this reflection on the contemporary Tongan diet and problems associated with it. The role of food in a culture is never a neutral issue. Neither is body size, and Tongans have traditionally favoured the large body as an indication of status (Pollock 58). Similarly the capacity to eat has been seen as positive. Many Tongans are larger than is healthy, with 84% of men and 93% of women “considered overweight or obese” (Kirk et al. 36). The rate of diabetes, 80% of it undiagnosed, has doubled since the 1970s to 15% of the adult population (Colagiuri et al. 1378). In the Tongan diaspora there are also high rates of so-called “metabolic syndrome,” leading to this tendency to diabetes and cardiovascular disease. In Auckland, for instance, Pacific Islanders are 2.5 times more likely to suffer from this condition (Gentles et al.). Its chief cause is not, however, genetic, but comes from “differences in obesity,” leading to a much higher incidence of cardiovascular disease and diabetes (Gentles et al.). Deaths from diabetes in Tonga are common. When a minister’s wife in the neighbouring village to mine died, everyone of status on the island attended the putu. Though her gangrenous foot could have been amputated, the family decided against this, and she soon died from the complications of her diabetes. On arrival at the putu, as well as offering gifts such as mats and tapa, participants lined up to pay very personal respects to the dead woman. This took the form of a kiss on her face. I had never touched a dead person before, let alone someone who had died of gangrene, but life in another culture requires many firsts. I bent down and kissed the dry, cold face of a woman who had suffered much before dying. Young men of the family pushed sand over the grave with their own hands as the rest of us stood around, waiting for the funeral food: pigs, yes, but also sweets made from flour and refined sugar. Diet and eating practices are informed by culture, but so are understandings of illness and its management. In a study conducted in New Zealand, sharp differences were seen between the Tongan diaspora and European patients with diabetes. Tongans were more likely “to perceive their diabetes as acute and cyclical in nature, uncontrollable, and caused by factors such as God’s will, pollution in the environment, and poor medical care in the past”, and this was associated “with poorer adherence to diet and medication taking” (Barnes et al. 1). This suggests that as well as being more likely to suffer from illnesses associated with diet and body size, Tongans may also be less likely to manage them, causing these diseases to be even more debilitating. When James Cook visited the Tongan group and naively named them the Friendly Islands, he was given the customary hospitality shown to one of obviously high status. He and his officers were fed regularly by their hosts, even though this must have put enormous pressure on the local food systems, in which later supply was often guaranteed by the imposition of tapu in order to preserve crops and animals. Further pressure was added by exchanges of hogs for nails (Beaglehole). Of course, while they were feeding him royally and entertaining his crew with wrestling matches and dances, the local chiefs of Ha‘apai were arguing about exactly when they were going to kill him. If it were by night, it would be hard to take the two ships. By day, it might be too obvious. They never could agree, and so he sailed off to meet his fate elsewhere (Martin 279-80). As a visitor of status, he was regularly fed pork, unlike most of the locals. Even now, in contemporary Tonga, pigs are killed to mark a special event, and are not eaten as everyday food by most people. That is one of the few things about the Tongan diet that has not changed since the Cook visits. Pigs are usually eaten on formal feasting occasions, such as after church on the Sabbath (which is rigorously kept by law), at weddings, funerals, state occasions or church conferences. During such conferences, village congregations compete with each other to provide the most lavish spreads, with feasting occurring three times a day for a week or more. Though each pola is spread with a range of local root crops, fish and seafood, and possibly beef or even horse, the pola is not complete unless there is at least one pig on it. Pigs are not commercially farmed in Tonga, so these pigs have been hand- and self-raised in and around villages, and are in short supply after these events. And, although feasts are a visible sign of tradition, they are the exception. Tongans are not suffering from metabolic syndrome because they consume too much pork; they are suffering because in everyday life traditional foods have been supplanted by imports. While a range of traditional foods is still eaten, they are not always the first choice. Some imported foods have become delicacies. Mutton flap is a case in point. Known as sipi (sheep), it is mostly fat and bone, and even when barbequed it retains most of its fat. It is even found on outer islands without refrigeration, because it can be transported frozen and eaten when it arrives, thawed. I remember once the local shopkeeper said she had something I might like. A leg of lamb was produced from under the counter, mistakenly packed in the flap box. The cut was so unfamiliar that nobody else had much use for it. The question of why it is possible to get sipi in Tonga and very difficult to get any other kind of fresh meat other than one’s own pigs or chickens raises the question of how Tonga’s big neighbours think of Pacific islands. Such islands are the recipients of Australian and New Zealand aid; they are also the recipients of their waste. It’s not uncommon to find out of date medications, banned agricultural chemicals, and food that is really unsuitable for human consumption. Often the only fresh and affordable meat is turkey tails, chicken backs, and mutton flap. From July 2006 to July 2007, New Zealand exported $73 million worth of sheep off-cuts to the Pacific (Edwardes & Frizelle). Australia and the US account for the supply of turkey tails. Not only are these products some of the few fresh meat sources available, they are also relatively inexpensive (Rosen et al.). These foods are so detrimental to the health of locals that importing them has been banned in Fiji and independent Samoa (Edwardes & Frizelle). The big nations around the Pacific have found a market for the meat by-products their own citizens will not eat. Local food sources have also been supplanted as a result of the high value placed on other foods, like rice, flour and sugar, which from the nineteenth century became associated with “civilisation and progress” (Pollock 233). To counter this, education programs have been undertaken in Tonga and elsewhere in the Pacific in order to promote traditional local foods. These have also sought to address the impact of high food imports on the trade balance (Pollock 232). Food choices are not just determined by preference, but also by cost and availability. Similarly, the Tonga Healthy Weight Loss Program ran during the late 1990s, but it was found that a lack of “availability of healthy low-cost food was a problem” to its success (Englberger et al. 147). In a recent study of Tongan food preferences, it was found that “in general, Tongans prefer healthier traditional, indigenously produced, foods”, but that they are not always available (Evans et al. 170). In the absence of a consistent supply of local protein sources, the often inferior but available imported sources become the default ingredient. Fish in particular are in short supply. Though many Tongans can still be seen harvesting the reef for seafood at low tide, there is no extensive fishing industry capable of providing for the population at large. Intensive farming of pigs has been considered—there was a model piggery on the college where I lived, complete with facilities for methane collection—but it has not been undertaken. Given the strongly ceremonial function of the pig, it would take a large shift in thinking for it to be considered an everyday food. The first cooked pig I encountered arrived at my house in a woven coconut leaf basket, surrounded by baked taro and yam. It was a small pig, given by a family too poor to hold the feast usually provided after church when it was their turn. Instead, they gave the food portion owed directly to the preacher. There’s a faded photo of me squatting on a cracked linoleum floor, examining the contents of the basket, and wondering what on earth I’m going to do with them. I soon learnt the first lesson of island life: food must be shared. With no refrigeration, no family of strapping youths, and no plans to eat the pig myself, it had to be given away to neighbours. It was that simple. Even watermelon went off within the day. In terms of eating, that small pig would have been better kept until a later day, when it reached optimum size, but each family’s obligation came around regularly, and had to be fulfilled. Feasting, and providing for feasting, was a duty, even a fatongia mamafa: a “heavy duty” among many duties, in which the pig was an object deeply “entangled” in all social relations (Thomas). A small pig was big enough to carry the weight of such obligations, even if it could not feed a crowd. Growing numbers of tourists to Tonga, often ignored benignly by their hosts, are keen to snap photos of grazing pigs. It is unusual enough for westerners to see pigs freely wandering, but what is more striking about some pigs on Tongatapu and ‘Eua is that they venture onto the reefs and mudflats at low tide, going after the rich marine pickings, just as their human counterparts do. The silhouette of a pig in the water as the tropical sun sinks behind, caught in a digital frame, it is a striking memory of a holiday in a place that remains largely uninterested in its tourist potential. While an influx of guests is seen by development consultants as the path to the nation’s economic future, Tongans bemusedly refuse to take this possibility seriously (Menzies). Despite a negative trade balance, partly caused by the importation of foreign food, Tonga survives on a combination of subsistence farming and remittances from Tongans living overseas; the tourist potential is largely unrealised. Dirk Spennemann’s work took a strange turn when, as an archaeologist working in Tonga, it became necessary for him to investigate whether these reef-grazing pigs were disturbing midden contents on Tongatapu. In order to establish this, he collected bags of both wet and dry “pig excreta” (107). Spenemann’s methodology involved soaking the contents of these bags for 48 hours, stirring them frequently; “they dissolved, producing considerable smell” (107). Spennemann concluded that pigs do appear to have been eating fish and shellfish, along with grass and “the occasional bit of paper” (107). They also feed on “seaweed and seagrass” (108). I wonder if these food groups have any noticeable impact on the taste of their flesh? Creatures fed particular diets in order to create a certain distinct taste are part of the culinary traditions of the world. The deli around the corner from where I live sells such gourmet items as part of its lunch fare: Saltbush lamb baguettes are one of their favourites. In the Orkneys, the rare and ancient North Ronaldsay Sheep are kept from inland foraging for most of the year by a high stone fence in order to conserve the grass for lambing time. This forces them to eat seaweed on the beach, producing a distinct marine taste, one that is highly valued in certain Parisian restaurants. As an economy largely cut out of the world economic loop, Tonga is unlikely to find select menus on which its reef pigs might appear. While living on ‘Eua, I regularly took a three hour ferry trip to Tongatapu in order to buy food I could not get on my home island. One of these items was wholemeal flour, from which I baked bread in a mud oven we had built outside. Bread was available on ‘Eua, but it was white, light and transported loose in the back of truck. I chose to make my own. The ferry trip usually involved a very rough crossing, though on calmer days, roof passengers would cook sipi on the diesel chimney, added flavour guaranteed. It usually only took about thirty minutes on the way out from Nafanua Harbour before the big waves struck. I could endure them for a while, but soon the waves, combined with a heavy smell of diesel, would have me heading for the rail. On one journey, I tried to hold off seasickness by focussing on an island off shore from Tongatapu. I went onto the front deck of the ferry and faced the full blast of the wind. With waves and wind, it was difficult to stand. I diligently stared at the island, which only occasionally disappeared beneath the swell, but I soon knew that this trip would be like the others; I’d be leaning over the rail as the ocean came up to meet me, not really caring if I went over. I could not bear to share the experience, so in many ways being alone on the foredeck was ideal for me, if I had to be on the boat at all. At least I thought I was alone, but I soon heard a grunt, and looked across to see an enormous sow, trotters tied front and back, lying across the opposite side of the boat. And like me, she too was succumbing to her nausea. Despite the almost complete self-absorption seasickness brings, we looked at each other. I may have imagined an acknowledgement, but I think not. While the status of pigs in Tongan life remains important, in many respects the imposition of European institutions and the availability of imported foods have had an enormous impact on the rest of the Tongan diet, with devastating effects on the health of Tongans. Instead of the customary two slow-cooked meals, one before noon and one in the evening (Pollock 56), consisting mostly of roots crops, plantains and breadfruit, with a relish of meat or fish, most Tongans eat three meals a day in order to fit in with school and work schedules. In current Tongan life, there is no time for an ‘umu every day; instead, quick and often cheaper imported foods are consumed, though local foods can also be cooked relatively quickly. While some still start the day by grabbing a piece of left over cassava, many more would sit down to the ubiquitous Pacific breakfast food: crackers, topped with a slab of butter. Food is a neo-colonial issue. If larger nations stopped dumping unwanted and nutritionally poor food products, health outcomes might improve. Similarly, the Tongan government could tip the food choice balance by actively supporting a local and traditional food supply in order to make it as cheap and accessible as the imported foods that are doing such harm to the health of Tongans References Barnes, Lucy, Rona Moss-Morris, and Mele Kaufusi. “Illness Beliefs and Adherence in Diabetes Mellitus: A Comparison between Tongan and European Patients.” The New Zealand Medical Journal 117.1188 (2004): 1-9. Beaglehole, J.C. Ed. The Journals of Captain James Cook on his Voyages of Discovery: The Voyage of the Resolution and Discovery 1776-1780. Parts I & II. Cambridge: Hakluyt Society, 1967. ­­­____. Ed. The Journals of Captain James Cook on his Voyages of Discovery: The Voyage of the Resolution and Adventure 1772-1775. Cambridge: Hakluyt Society, 1969. Colagiuri, Stephen, Ruth Colgaiuri, Siva Na‘ati, Soana Muimuiheata, Zafirul Hussein, and Taniela Palu. “The Prevalence of Diabetes in the Kingdom of Tonga.” Diabetes Care 28.2 (2002): 1378-83. Edwardes, Brennan, and Frank Frizelle. “Globalisation and its Impact on the South Pacific.” The New Zealand Medical Journal 122.1291 (2009). 4 Aug. 2010 Englberger, L., V. Halavatau, Y. Yasuda, & R, Yamazaki. “The Tonga Healthy Weight Loss Program.” Asia Pacific Journal of Clinical Nutrition 8.2 (1999): 142-48. Gentles, Dudley, et al. “Metabolic Syndrome Prevalence in a Multicultural Population in Auckland, New Zealand.” Journal of the New Zealand Medical Association 120.1248 (2007). 4 Aug. 2010 Kirk, Sara F.L., Andrew J. Cockbain, and James Beasley. “Obesity in Tonga: A cross-sectional comparative study of perceptions of body size and beliefs about obesity in lay people and nurses.” Obesity Research & Clinical Practice 2.1 (2008): 35-41. Larsen, Gregor, et al. “Phylogeny and Ancient DNA of Sus Provides New Insights into Neolithic Expansion in Island Southeast Asia and Oceania.” Proceedings of the National Academy of Sciences of the United States of America 104.12 (2007): 4834-39. Martin, John. Tonga Islands: William Mariner’s Account, 1817. Neiafu, Tonga: Vava‘u, 1981. Menzies, Isa. “Cultural Tourism and International Development in Tonga: Notes from the Field”. Unpublished paper. Oceanic Passages Conference. Hobart, June 2010. Pollock, Nancy J. These Roots Remain: Food Habits in Islands of the Central and Eastern Pacific since Western Contact. Honolulu: Institute for Polynesian Studies, 1992. Rosen, Rochelle K., Judith DePue, and Stephen T. McGarvey. “Overweight and Diabetes in American Samoa: The Cultural Translation of Research into Health Care Practice.” Medicine and Health/ Rhode Island 91.12 (2008): 372-78. Spennemann, Dirk H.R. “On the Diet of Pigs Foraging on the Mud Flats of Tongatapu: An Investigation in Taphonomy.” Archaeology in New Zealand 37.2 (1994): 104-10. Thomas, Nicholas. Entangled Objects: Exchange, Material Objects and Colonialism in the Pacific. Cambridge, Massachusetts: Harvard UP, 1991.
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Stewart, Jon. „Oh Blessed Holy Caffeine Tree: Coffee in Popular Music“. M/C Journal 15, Nr. 2 (02.05.2012). http://dx.doi.org/10.5204/mcj.462.

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Introduction This paper offers a survey of familiar popular music performers and songwriters who reference coffee in their work. It examines three areas of discourse: the psychoactive effects of caffeine, coffee and courtship rituals, and the politics of coffee consumption. I claim that coffee carries a cultural and musicological significance comparable to that of the chemical stimulants and consumer goods more readily associated with popular music. Songs about coffee may not be as potent as those featuring drugs and alcohol (Primack; Schapiro), or as common as those referencing commodities like clothes and cars (Englis; McCracken), but they do feature across a wide range of genres, some of which enjoy archetypal associations with this beverage. m.o.m.m.y. Needs c.o.f.f.e.e.: The Psychoactive Effect of Coffee The act of performing and listening to popular music involves psychological elements comparable to the overwhelming sensory experience of drug taking: altered perceptions, repetitive grooves, improvisation, self-expression, and psychological empathy—such as that between musician and audience (Curry). Most popular music genres are, as a result, culturally and sociologically identified with the consumption of at least one mind-altering substance (Lyttle; Primack; Schapiro). While the analysis of lyrics referring to this theme has hitherto focused on illegal drugs and alcoholic beverages (Cooper), coffee and its psychoactive ingredient caffeine have been almost entirely overlooked (Summer). The most recent study of drugs in popular music, for example, defined substance use as “tobacco, alcohol, marijuana, cocaine and other stimulants, heroin and other opiates, hallucinogens, inhalants, prescription drugs, over-the-counter drugs, and nonspecific substances” (Primack 172), thereby ignoring a chemical stimulant consumed by 90 per cent of adult Americans every day (Lovett). The wide availability of coffee and the comparatively mild effect of caffeine means that its consumption rarely causes harm. One researcher has described it as a ubiquitous and unobtrusive “generalised public activity […] ‘invisible’ to analysts seeking distinctive social events” (Cooper 92). Coffee may provide only a relatively mild “buzz”—but it is now accepted that caffeine is an addictive substance (Juliano) and, due to its universal legality, coffee is also the world’s most extensively traded and enthusiastically consumed psychoactive consumer product (Juliano 1). The musical genre of jazz has a longstanding relationship with marijuana and narcotics (Curry; Singer; Tolson; Winick). Unsurprisingly, given its Round Midnight connotations, jazz standards also celebrate the restorative impact of coffee. Exemplary compositions include Burke/Webster’s insomniac torch song Black Coffee, which provided hits for Sarah Vaughan (1949), Ella Fitzgerald (1953), and Peggy Lee (1960); and Frank Sinatra’s recordings of Hilliard/Dick’s The Coffee Song (1946, 1960), which satirised the coffee surplus in Brazil at a time when this nation enjoyed a near monopoly on production. Sinatra joked that this ubiquitous drink was that country’s only means of liquid refreshment, in a refrain that has since become a headline writer’s phrasal template: “There’s an Awful Lot of Coffee in Vietnam,” “An Awful Lot of Coffee in the Bin,” and “There’s an Awful Lot of Taxes in Brazil.” Ethnographer Aaron Fox has shown how country music gives expression to the lived social experience of blue-collar and agrarian workers (Real 29). Coffee’s role in energising working class America (Cooper) is featured in such recordings as Dolly Parton’s Nine To Five (1980), which describes her morning routine using a memorable “kitchen/cup of ambition” rhyme, and Don't Forget the Coffee Billy Joe (1973) by Tom T. Hall which laments the hardship of unemployment, hunger, cold, and lack of healthcare. Country music’s “tired truck driver” is the most enduring blue-collar trope celebrating coffee’s analeptic powers. Versions include Truck Drivin' Man by Buck Owens (1964), host of the country TV show Hee Haw and pioneer of the Bakersfield sound, and Driving My Life Away from pop-country crossover star Eddie Rabbitt (1980). Both feature characteristically gendered stereotypes of male truck drivers pushing on through the night with the help of a truck stop waitress who has fuelled them with caffeine. Johnny Cash’s A Cup of Coffee (1966), recorded at the nadir of his addiction to pills and alcohol, has an incoherent improvised lyric on this subject; while Jerry Reed even prescribed amphetamines to keep drivers awake in Caffein [sic], Nicotine, Benzedrine (And Wish Me Luck) (1980). Doye O’Dell’s Diesel Smoke, Dangerous Curves (1952) is the archetypal “truck drivin’ country” song and the most exciting track of its type. It subsequently became a hit for the doyen of the subgenre, Red Simpson (1966). An exhausted driver, having spent the night with a woman whose name he cannot now recall, is fighting fatigue and wrestling his hot-rod low-loader around hairpin mountain curves in an attempt to rendezvous with a pretty truck stop waitress. The song’s palpable energy comes from its frenetic guitar picking and the danger implicit in trailing a heavy load downhill while falling asleep at the wheel. Tommy Faile’s Phantom 309, a hit for Red Sovine (1967) that was later covered by Tom Waits (Big Joe and the Phantom 309, 1975), elevates the “tired truck driver” narrative to gothic literary form. Reflecting country music’s moral code of citizenship and its culture of performative storytelling (Fox, Real 23), it tells of a drenched and exhausted young hitchhiker picked up by Big Joe—the driver of a handsome eighteen-wheeler. On arriving at a truck stop, Joe drops the traveller off, giving him money for a restorative coffee. The diner falls silent as the hitchhiker orders up his “cup of mud”. Big Joe, it transpires, is a phantom trucker. After running off the road to avoid a school bus, his distinctive ghost rig now only reappears to rescue stranded travellers. Punk rock, a genre closely associated with recreational amphetamines (McNeil 76, 87), also features a number of caffeine-as-stimulant songs. Californian punk band, Descendents, identified caffeine as their drug of choice in two 1996 releases, Coffee Mug and Kids on Coffee. These songs describe chugging the drink with much the same relish and energy that others might pull at the neck of a beer bottle, and vividly compare the effects of the drug to the intense rush of speed. The host of “New Music News” (a segment of MTV’s 120 Minutes) references this correlation in 1986 while introducing the band’s video—in which they literally bounce off the walls: “You know, while everybody is cracking down on crack, what about that most respectable of toxic substances or stimulants, the good old cup of coffee? That is the preferred high, actually, of California’s own Descendents—it is also the subject of their brand new video” (“New Music News”). Descendents’s Sessions EP (1997) featured an overflowing cup of coffee on the sleeve, while punk’s caffeine-as-amphetamine trope is also promulgated by Hellbender (Caffeinated 1996), Lagwagon (Mr. Coffee 1997), and Regatta 69 (Addicted to Coffee 2005). Coffee in the Morning and Kisses in the Night: Coffee and Courtship Coffee as romantic metaphor in song corroborates the findings of early researchers who examined courtship rituals in popular music. Donald Horton’s 1957 study found that hit songs codified the socially constructed self-image and limited life expectations of young people during the 1950s by depicting conservative, idealised, and traditional relationship scenarios. He summarised these as initial courtship, honeymoon period, uncertainty, and parting (570-4). Eleven years after this landmark analysis, James Carey replicated Horton’s method. His results revealed that pop lyrics had become more realistic and less bound by convention during the 1960s. They incorporated a wider variety of discourse including the temporariness of romantic commitment, the importance of individual autonomy in relationships, more liberal attitudes, and increasingly unconventional courtship behaviours (725). Socially conservative coffee songs include Coffee in the Morning and Kisses in the Night by The Boswell Sisters (1933) in which the protagonist swears fidelity to her partner on condition that this desire is expressed strictly in the appropriate social context of marriage. It encapsulates the restrictions Horton identified on courtship discourse in popular song prior to the arrival of rock and roll. The Henderson/DeSylva/Brown composition You're the Cream in My Coffee, recorded by Annette Hanshaw (1928) and by Nat King Cole (1946), also celebrates the social ideal of monogamous devotion. The persistence of such idealised traditional themes continued into the 1960s. American pop singer Don Cherry had a hit with Then You Can Tell Me Goodbye (1962) that used coffee as a metaphor for undying and everlasting love. Otis Redding’s version of Butler/Thomas/Walker’s Cigarettes and Coffee (1966)—arguably soul music’s exemplary romantic coffee song—carries a similar message as a couple proclaim their devotion in a late night conversation over coffee. Like much of the Stax catalogue, Cigarettes and Coffee, has a distinctly “down home” feel and timbre. The lovers are simply content with each other; they don’t need “cream” or “sugar.” Horton found 1950s blues and R&B lyrics much more sexually explicit than pop songs (567). Dawson (1994) subsequently characterised black popular music as a distinct public sphere, and Squires (2002) argued that it displayed elements of what she defined as “enclave” and “counterpublic” traits. Lawson (2010) has argued that marginalised and/or subversive blues artists offered a form of countercultural resistance against prevailing social norms. Indeed, several blues and R&B coffee songs disregard established courtship ideals and associate the product with non-normative and even transgressive relationship circumstances—including infidelity, divorce, and domestic violence. Lightnin’ Hopkins’s Coffee Blues (1950) references child neglect and spousal abuse, while the narrative of Muddy Waters’s scorching Iodine in my Coffee (1952) tells of an attempted poisoning by his Waters’s partner. In 40 Cups of Coffee (1953) Ella Mae Morse is waiting for her husband to return home, fuelling her anger and anxiety with caffeine. This song does eventually comply with traditional courtship ideals: when her lover eventually returns home at five in the morning, he is greeted with a relieved kiss. In Keep That Coffee Hot (1955), Scatman Crothers supplies a counterpoint to Morse’s late-night-abandonment narrative, asking his partner to keep his favourite drink warm during his adulterous absence. Brook Benton’s Another Cup of Coffee (1964) expresses acute feelings of regret and loneliness after a failed relationship. More obliquely, in Coffee Blues (1966) Mississippi John Hurt sings affectionately about his favourite brand, a “lovin’ spoonful” of Maxwell House. In this, he bequeathed the moniker of folk-rock band The Lovin’ Spoonful, whose hits included Do You Believe in Magic (1965) and Summer in the City (1966). However, an alternative reading of Hurt’s lyric suggests that this particular phrase is a metaphorical device proclaiming the author’s sexual potency. Hurt’s “lovin’ spoonful” may actually be a portion of his seminal emission. In the 1950s, Horton identified country as particularly “doleful” (570), and coffee provides a common metaphor for failed romance in a genre dominated by “metanarratives of loss and desire” (Fox, Jukebox 54). Claude Gray’s I'll Have Another Cup of Coffee (Then I’ll Go) (1961) tells of a protagonist delivering child support payments according to his divorce lawyer’s instructions. The couple share late night coffee as their children sleep through the conversation. This song was subsequently recorded by seventeen-year-old Bob Marley (One Cup of Coffee, 1962) under the pseudonym Bobby Martell, a decade prior to his breakthrough as an international reggae star. Marley’s youngest son Damian has also performed the track while, interestingly in the context of this discussion, his older sibling Rohan co-founded Marley Coffee, an organic farm in the Jamaican Blue Mountains. Following Carey’s demonstration of mainstream pop’s increasingly realistic depiction of courtship behaviours during the 1960s, songwriters continued to draw on coffee as a metaphor for failed romance. In Carly Simon’s You’re So Vain (1972), she dreams of clouds in her coffee while contemplating an ostentatious ex-lover. Squeeze’s Black Coffee In Bed (1982) uses a coffee stain metaphor to describe the end of what appears to be yet another dead-end relationship for the protagonist. Sarah Harmer’s Coffee Stain (1998) expands on this device by reworking the familiar “lipstick on your collar” trope, while Sexsmith & Kerr’s duet Raindrops in my Coffee (2005) superimposes teardrops in coffee and raindrops on the pavement with compelling effect. Kate Bush’s Coffee Homeground (1978) provides the most extreme narrative of relationship breakdown: the true story of Cora Henrietta Crippin’s poisoning. Researchers who replicated Horton’s and Carey’s methodology in the late 1970s (Bridges; Denisoff) were surprised to find their results dominated by traditional courtship ideals. The new liberal values unearthed by Carey in the late 1960s simply failed to materialise in subsequent decades. In this context, it is interesting to observe how romantic coffee songs in contemporary soul and jazz continue to disavow the post-1960s trend towards realistic social narratives, adopting instead a conspicuously consumerist outlook accompanied by smooth musical timbres. This phenomenon possibly betrays the influence of contemporary coffee advertising. From the 1980s, television commercials have sought to establish coffee as a desirable high end product, enjoyed by bohemian lovers in a conspicuously up-market environment (Werder). All Saints’s Black Coffee (2000) and Lebrado’s Coffee (2006) identify strongly with the culture industry’s image of coffee as a luxurious beverage whose consumption signifies prominent social status. All Saints’s promotional video is set in a opulent location (although its visuals emphasise the lyric’s romantic disharmony), while Natalie Cole’s Coffee Time (2008) might have been itself written as a commercial. Busting Up a Starbucks: The Politics of Coffee Politics and coffee meet most palpably at the coffee shop. This conjunction has a well-documented history beginning with the establishment of coffee houses in Europe and the birth of the public sphere (Habermas; Love; Pincus). The first popular songs to reference coffee shops include Jaybird Coleman’s Coffee Grinder Blues (1930), which boasts of skills that precede the contemporary notion of a barista by four decades; and Let's Have Another Cup of Coffee (1932) from Irving Berlin’s depression-era musical Face The Music, where the protagonists decide to stay in a restaurant drinking coffee and eating pie until the economy improves. Coffee in a Cardboard Cup (1971) from the Broadway musical 70 Girls 70 is an unambiguous condemnation of consumerism, however, it was written, recorded and produced a generation before Starbucks’ aggressive expansion and rapid dominance of the coffee house market during the 1990s. The growth of this company caused significant criticism and protest against what seemed to be a ruthless homogenising force that sought to overwhelm local competition (Holt; Thomson). In response, Starbucks has sought to be defined as a more responsive and interactive brand that encourages “glocalisation” (de Larios; Thompson). Koller, however, has characterised glocalisation as the manipulative fabrication of an “imagined community”—whose heterogeneity is in fact maintained by the aesthetics and purchasing choices of consumers who make distinctive and conscious anti-brand statements (114). Neat Capitalism is a more useful concept here, one that intercedes between corporate ideology and postmodern cultural logic, where such notions as community relations and customer satisfaction are deliberately and perhaps somewhat cynically conflated with the goal of profit maximisation (Rojek). As the world’s largest chain of coffee houses with over 19,400 stores in March 2012 (Loxcel), Starbucks is an exemplar of this phenomenon. Their apparent commitment to environmental stewardship, community relations, and ethical sourcing is outlined in the company’s annual “Global Responsibility Report” (Vimac). It is also demonstrated in their engagement with charitable and environmental non-governmental organisations such as Fairtrade and Co-operative for Assistance and Relief Everywhere (CARE). By emphasising this, Starbucks are able to interpellate (that is, “call forth”, “summon”, or “hail” in Althusserian terms) those consumers who value environmental protection, social justice and ethical business practices (Rojek 117). Bob Dylan and Sheryl Crow provide interesting case studies of the persuasive cultural influence evoked by Neat Capitalism. Dylan’s 1962 song Talkin’ New York satirised his formative experiences as an impoverished performer in Greenwich Village’s coffee houses. In 1995, however, his decision to distribute the Bob Dylan: Live At The Gaslight 1962 CD exclusively via Starbucks generated significant media controversy. Prominent commentators expressed their disapproval (Wilson Harris) and HMV Canada withdrew Dylan’s product from their shelves (Lynskey). Despite this, the success of this and other projects resulted in the launch of Starbucks’s in-house record company, Hear Music, which released entirely new recordings from major artists such as Ray Charles, Paul McCartney, Joni Mitchell, Carly Simon and Elvis Costello—although the company has recently announced a restructuring of their involvement in this venture (O’Neil). Sheryl Crow disparaged her former life as a waitress in Coffee Shop (1995), a song recorded for her second album. “Yes, I was a waitress. I was a waitress not so long ago; then I won a Grammy” she affirmed in a YouTube clip of a live performance from the same year. More recently, however, Crow has become an avowed self-proclaimed “Starbucks groupie” (Tickle), releasing an Artist’s Choice (2003) compilation album exclusively via Hear Music and performing at the company’s 2010 Annual Shareholders’s Meeting. Songs voicing more unequivocal dissatisfaction with Starbucks’s particular variant of Neat Capitalism include Busting Up a Starbucks (Mike Doughty, 2005), and Starbucks Takes All My Money (KJ-52, 2008). The most successful of these is undoubtedly Ron Sexsmith’s Jazz at the Bookstore (2006). Sexsmith bemoans the irony of intense original blues artists such as Leadbelly being drowned out by the cacophony of coffee grinding machines while customers queue up to purchase expensive coffees whose names they can’t pronounce. In this, he juxtaposes the progressive patina of corporate culture against the circumstances of African-American labour conditions in the deep South, the shocking incongruity of which eventually cause the old bluesman to turn in his grave. Fredric Jameson may have good reason to lament the depthless a-historical pastiche of postmodern popular culture, but this is no “nostalgia film”: Sexsmith articulates an artfully framed set of subtle, sensitive, and carefully contextualised observations. Songs about coffee also intersect with politics via lyrics that play on the mid-brown colour of the beverage, by employing it as a metaphor for the sociological meta-narratives of acculturation and assimilation. First popularised in Israel Zangwill’s 1905 stage play, The Melting Pot, this term is more commonly associated with Americanisation rather than miscegenation in the United States—a nuanced distinction that British band Blue Mink failed to grasp with their memorable invocation of “coffee-coloured people” in Melting Pot (1969). Re-titled in the US as People Are Together (Mickey Murray, 1970) the song was considered too extreme for mainstream radio airplay (Thompson). Ike and Tina Turner’s Black Coffee (1972) provided a more accomplished articulation of coffee as a signifier of racial identity; first by associating it with the history of slavery and the post-Civil Rights discourse of African-American autonomy, then by celebrating its role as an energising force for African-American workers seeking economic self-determination. Anyone familiar with the re-casting of black popular music in an industry dominated by Caucasian interests and aesthetics (Cashmore; Garofalo) will be unsurprised to find British super-group Humble Pie’s (1973) version of this song more recognisable. Conclusion Coffee-flavoured popular songs celebrate the stimulant effects of caffeine, provide metaphors for courtship rituals, and offer critiques of Neat Capitalism. Harold Love and Guthrie Ramsey have each argued (from different perspectives) that the cultural micro-narratives of small social groups allow us to identify important “ethnographic truths” (Ramsey 22). Aesthetically satisfying and intellectually stimulating coffee songs are found where these micro-narratives intersect with the ethnographic truths of coffee culture. 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Cinque, Toija. „A Study in Anxiety of the Dark“. M/C Journal 24, Nr. 2 (27.04.2021). http://dx.doi.org/10.5204/mcj.2759.

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Introduction This article is a study in anxiety with regard to social online spaces (SOS) conceived of as dark. There are two possible ways to define ‘dark’ in this context. The first is that communication is dark because it either has limited distribution, is not open to all users (closed groups are a case example) or hidden. The second definition, linked as a result of the first, is the way that communication via these means is interpreted and understood. Dark social spaces disrupt the accepted top-down flow by the ‘gazing elite’ (data aggregators including social media), but anxious users might need to strain to notice what is out there, and this in turn destabilises one’s reception of the scene. In an environment where surveillance technologies are proliferating, this article examines contemporary, dark, interconnected, and interactive communications for the entangled affordances that might be brought to bear. A provocation is that resistance through counterveillance or “sousveillance” is one possibility. An alternative (or addition) is retreating to or building ‘dark’ spaces that are less surveilled and (perhaps counterintuitively) less fearful. This article considers critically the notion of dark social online spaces via four broad socio-technical concerns connected to the big social media services that have helped increase a tendency for fearful anxiety produced by surveillance and the perceived implications for personal privacy. It also shines light on the aspect of darkness where some users are spurred to actively seek alternative, dark social online spaces. Since the 1970s, public-key cryptosystems typically preserved security for websites, emails, and sensitive health, government, and military data, but this is now reduced (Williams). We have seen such systems exploited via cyberattacks and misappropriated data acquired by affiliations such as Facebook-Cambridge Analytica for targeted political advertising during the 2016 US elections. Via the notion of “parasitic strategies”, such events can be described as news/information hacks “whose attack vectors target a system’s weak points with the help of specific strategies” (von Nordheim and Kleinen-von Königslöw, 88). In accord with Wilson and Serisier’s arguments (178), emerging technologies facilitate rapid data sharing, collection, storage, and processing wherein subsequent “outcomes are unpredictable”. This would also include the effect of acquiescence. In regard to our digital devices, for some, being watched overtly—through cameras encased in toys, computers, and closed-circuit television (CCTV) to digital street ads that determine the resonance of human emotions in public places including bus stops, malls, and train stations—is becoming normalised (McStay, Emotional AI). It might appear that consumers immersed within this Internet of Things (IoT) are themselves comfortable interacting with devices that record sound and capture images for easy analysis and distribution across the communications networks. A counter-claim is that mainstream social media corporations have cultivated a sense of digital resignation “produced when people desire to control the information digital entities have about them but feel unable to do so” (Draper and Turow, 1824). Careful consumers’ trust in mainstream media is waning, with readers observing a strong presence of big media players in the industry and are carefully picking their publications and public intellectuals to follow (Mahmood, 6). A number now also avoid the mainstream internet in favour of alternate dark sites. This is done by users with “varying backgrounds, motivations and participation behaviours that may be idiosyncratic (as they are rooted in the respective person’s biography and circumstance)” (Quandt, 42). By way of connection with dark internet studies via Biddle et al. (1; see also Lasica), the “darknet” is a collection of networks and technologies used to share digital content … not a separate physical network but an application and protocol layer riding on existing networks. Examples of darknets are peer-to-peer file sharing, CD and DVD copying, and key or password sharing on email and newsgroups. As we note from the quote above, the “dark web” uses existing public and private networks that facilitate communication via the Internet. Gehl (1220; see also Gehl and McKelvey) has detailed that this includes “hidden sites that end in ‘.onion’ or ‘.i2p’ or other Top-Level Domain names only available through modified browsers or special software. Accessing I2P sites requires a special routing program ... . Accessing .onion sites requires Tor [The Onion Router]”. For some, this gives rise to social anxiety, read here as stemming from that which is not known, and an exaggerated sense of danger, which makes fight or flight seem the only options. This is often justified or exacerbated by the changing media and communication landscape and depicted in popular documentaries such as The Social Dilemma or The Great Hack, which affect public opinion on the unknown aspects of internet spaces and the uses of personal data. The question for this article remains whether the fear of the dark is justified. Consider that most often one will choose to make one’s intimate bedroom space dark in order to have a good night’s rest. We might pleasurably escape into a cinema’s darkness for the stories told therein, or walk along a beach at night enjoying unseen breezes. Most do not avoid these experiences, choosing to actively seek them out. Drawing this thread, then, is the case made here that agency can also be found in the dark by resisting socio-political structural harms. 1. Digital Futures and Anxiety of the Dark Fear of the darkI have a constant fear that something's always nearFear of the darkFear of the darkI have a phobia that someone's always there In the lyrics to the song “Fear of the Dark” (1992) by British heavy metal group Iron Maiden is a sense that that which is unknown and unseen causes fear and anxiety. Holding a fear of the dark is not unusual and varies in degree for adults as it does for children (Fellous and Arbib). Such anxiety connected to the dark does not always concern darkness itself. It can also be a concern for the possible or imagined dangers that are concealed by the darkness itself as a result of cognitive-emotional interactions (McDonald, 16). Extending this claim is this article’s non-binary assertion that while for some technology and what it can do is frequently misunderstood and shunned as a result, for others who embrace the possibilities and actively take it on it is learning by attentively partaking. Mistakes, solecism, and frustrations are part of the process. Such conceptual theorising falls along a continuum of thinking. Global interconnectivity of communications networks has certainly led to consequent concerns (Turkle Alone Together). Much focus for anxiety has been on the impact upon social and individual inner lives, levels of media concentration, and power over and commercialisation of the internet. Of specific note is that increasing commercial media influence—such as Facebook and its acquisition of WhatsApp, Oculus VR, Instagram, CRTL-labs (translating movements and neural impulses into digital signals), LiveRail (video advertising technology), Chainspace (Blockchain)—regularly changes the overall dynamics of the online environment (Turow and Kavanaugh). This provocation was born out recently when Facebook disrupted the delivery of news to Australian audiences via its service. Mainstream social online spaces (SOS) are platforms which provide more than the delivery of media alone and have been conceptualised predominantly in a binary light. On the one hand, they can be depicted as tools for the common good of society through notional widespread access and as places for civic participation and discussion, identity expression, education, and community formation (Turkle; Bruns; Cinque and Brown; Jenkins). This end of the continuum of thinking about SOS seems set hard against the view that SOS are operating as businesses with strategies that manipulate consumers to generate revenue through advertising, data, venture capital for advanced research and development, and company profit, on the other hand. In between the two polar ends of this continuum are the range of other possibilities, the shades of grey, that add contemporary nuance to understanding SOS in regard to what they facilitate, what the various implications might be, and for whom. By way of a brief summary, anxiety of the dark is steeped in the practices of privacy-invasive social media giants such as Facebook and its ancillary companies. Second are the advertising technology companies, surveillance contractors, and intelligence agencies that collect and monitor our actions and related data; as well as the increased ease of use and interoperability brought about by Web 2.0 that has seen a disconnection between technological infrastructure and social connection that acts to limit user permissions and online affordances. Third are concerns for the negative effects associated with depressed mental health and wellbeing caused by “psychologically damaging social networks”, through sleep loss, anxiety, poor body image, real world relationships, and the fear of missing out (FOMO; Royal Society for Public Health (UK) and the Young Health Movement). Here the harms are both individual and societal. Fourth is the intended acceleration toward post-quantum IoT (Fernández-Caramés), as quantum computing’s digital components are continually being miniaturised. This is coupled with advances in electrical battery capacity and interconnected telecommunications infrastructures. The result of such is that the ontogenetic capacity of the powerfully advanced network/s affords supralevel surveillance. What this means is that through devices and the services that they provide, individuals’ data is commodified (Neff and Nafus; Nissenbaum and Patterson). Personal data is enmeshed in ‘things’ requiring that the decisions that are both overt, subtle, and/or hidden (dark) are scrutinised for the various ways they shape social norms and create consequences for public discourse, cultural production, and the fabric of society (Gillespie). Data and personal information are retrievable from devices, sharable in SOS, and potentially exposed across networks. For these reasons, some have chosen to go dark by being “off the grid”, judiciously selecting their means of communications and their ‘friends’ carefully. 2. Is There Room for Privacy Any More When Everyone in SOS Is Watching? An interesting turn comes through counterarguments against overarching institutional surveillance that underscore the uses of technologies to watch the watchers. This involves a practice of counter-surveillance whereby technologies are tools of resistance to go ‘dark’ and are used by political activists in protest situations for both communication and avoiding surveillance. This is not new and has long existed in an increasingly dispersed media landscape (Cinque, Changing Media Landscapes). For example, counter-surveillance video footage has been accessed and made available via live-streaming channels, with commentary in SOS augmenting networking possibilities for niche interest groups or micropublics (Wilson and Serisier, 178). A further example is the Wordpress site Fitwatch, appealing for an end to what the site claims are issues associated with police surveillance (fitwatch.org.uk and endpolicesurveillance.wordpress.com). Users of these sites are called to post police officers’ identity numbers and photographs in an attempt to identify “cops” that might act to “misuse” UK Anti-terrorism legislation against activists during legitimate protests. Others that might be interested in doing their own “monitoring” are invited to reach out to identified personal email addresses or other private (dark) messaging software and application services such as Telegram (freeware and cross-platform). In their work on surveillance, Mann and Ferenbok (18) propose that there is an increase in “complex constructs between power and the practices of seeing, looking, and watching/sensing in a networked culture mediated by mobile/portable/wearable computing devices and technologies”. By way of critical definition, Mann and Ferenbok (25) clarify that “where the viewer is in a position of power over the subject, this is considered surveillance, but where the viewer is in a lower position of power, this is considered sousveillance”. It is the aspect of sousveillance that is empowering to those using dark SOS. One might consider that not all surveillance is “bad” nor institutionalised. It is neither overtly nor formally regulated—as yet. Like most technologies, many of the surveillant technologies are value-neutral until applied towards specific uses, according to Mann and Ferenbok (18). But this is part of the ‘grey area’ for understanding the impact of dark SOS in regard to which actors or what nations are developing tools for surveillance, where access and control lies, and with what effects into the future. 3. Big Brother Watches, So What Are the Alternatives: Whither the Gazing Elite in Dark SOS? By way of conceptual genealogy, consideration of contemporary perceptions of surveillance in a visually networked society (Cinque, Changing Media Landscapes) might be usefully explored through a revisitation of Jeremy Bentham’s panopticon, applied here as a metaphor for contemporary surveillance. Arguably, this is a foundational theoretical model for integrated methods of social control (Foucault, Surveiller et Punir, 192-211), realised in the “panopticon” (prison) in 1787 by Jeremy Bentham (Bentham and Božovič, 29-95) during a period of social reformation aimed at the improvement of the individual. Like the power for social control over the incarcerated in a panopticon, police power, in order that it be effectively exercised, “had to be given the instrument of permanent, exhaustive, omnipresent surveillance, capable of making all visible … like a faceless gaze that transformed the whole social body into a field of perception” (Foucault, Surveiller et Punir, 213–4). In grappling with the impact of SOS for the individual and the collective in post-digital times, we can trace out these early ruminations on the complex documentary organisation through state-controlled apparatuses (such as inspectors and paid observers including “secret agents”) via Foucault (Surveiller et Punir, 214; Subject and Power, 326-7) for comparison to commercial operators like Facebook. Today, artificial intelligence (AI), facial recognition technology (FRT), and closed-circuit television (CCTV) for video surveillance are used for social control of appropriate behaviours. Exemplified by governments and the private sector is the use of combined technologies to maintain social order, from ensuring citizens cross the street only on green lights, to putting rubbish in the correct recycling bin or be publicly shamed, to making cashless payments in stores. The actions see advantages for individual and collective safety, sustainability, and convenience, but also register forms of behaviour and attitudes with predictive capacities. This gives rise to suspicions about a permanent account of individuals’ behaviour over time. Returning to Foucault (Surveiller et Punir, 135), the impact of this finds a dissociation of power from the individual, whereby they become unwittingly impelled into pre-existing social structures, leading to a ‘normalisation’ and acceptance of such systems. If we are talking about the dark, anxiety is key for a Ministry of SOS. Following Foucault again (Subject and Power, 326-7), there is the potential for a crawling, creeping governance that was once distinct but is itself increasingly hidden and growing. A blanket call for some form of ongoing scrutiny of such proliferating powers might be warranted, but with it comes regulation that, while offering certain rights and protections, is not without consequences. For their part, a number of SOS platforms had little to no moderation for explicit content prior to December 2018, and in terms of power, notwithstanding important anxiety connected to arguments that children and the vulnerable need protections from those that would seek to take advantage, this was a crucial aspect of community building and self-expression that resulted in this freedom of expression. In unearthing the extent that individuals are empowered arising from the capacity to post sexual self-images, Tiidenberg ("Bringing Sexy Back") considered that through dark SOS (read here as unregulated) some users could work in opposition to the mainstream consumer culture that provides select and limited representations of bodies and their sexualities. This links directly to Mondin’s exploration of the abundance of queer and feminist pornography on dark SOS as a “counterpolitics of visibility” (288). This work resulted in a reasoned claim that the technological structure of dark SOS created a highly political and affective social space that users valued. What also needs to be underscored is that many users also believed that such a space could not be replicated on other mainstream SOS because of the differences in architecture and social norms. Cho (47) worked with this theory to claim that dark SOS are modern-day examples in a history of queer individuals having to rely on “underground economies of expression and relation”. Discussions such as these complicate what dark SOS might now become in the face of ‘adult’ content moderation and emerging tracking technologies to close sites or locate individuals that transgress social norms. Further, broader questions are raised about how content moderation fits in with the public space conceptualisations of SOS more generally. Increasingly, “there is an app for that” where being able to identify the poster of an image or an author of an unknown text is seen as crucial. While there is presently no standard approach, models for combining instance-based and profile-based features such as SVM for determining authorship attribution are in development, with the result that potentially far less content will remain hidden in the future (Bacciu et al.). 4. There’s Nothing New under the Sun (Ecclesiastes 1:9) For some, “[the] high hopes regarding the positive impact of the Internet and digital participation in civic society have faded” (Schwarzenegger, 99). My participant observation over some years in various SOS, however, finds that critical concern has always existed. Views move along the spectrum of thinking from deep scepticisms (Stoll, Silicon Snake Oil) to wondrous techo-utopian promises (Negroponte, Being Digital). Indeed, concerns about the (then) new technologies of wireless broadcasting can be compared with today’s anxiety over the possible effects of the internet and SOS. Inglis (7) recalls, here, too, were fears that humanity was tampering with some dangerous force; might wireless wave be causing thunderstorms, droughts, floods? Sterility or strokes? Such anxieties soon evaporated; but a sense of mystery might stay longer with evangelists for broadcasting than with a laity who soon took wireless for granted and settled down to enjoy the products of a process they need not understand. As the analogy above makes clear, just as audiences came to use ‘the wireless’ and later the internet regularly, it is reasonable to argue that dark SOS will also gain widespread understanding and find greater acceptance. Dark social spaces are simply the recent development of internet connectivity and communication more broadly. The dark SOS afford choice to be connected beyond mainstream offerings, which some users avoid for their perceived manipulation of content and user both. As part of the wider array of dark web services, the resilience of dark social spaces is reinforced by the proliferation of users as opposed to decentralised replication. Virtual Private Networks (VPNs) can be used for anonymity in parallel to TOR access, but they guarantee only anonymity to the client. A VPN cannot guarantee anonymity to the server or the internet service provider (ISP). While users may use pseudonyms rather than actual names as seen on Facebook and other SOS, users continue to take to the virtual spaces they inhabit their off-line, ‘real’ foibles, problems, and idiosyncrasies (Chenault). To varying degrees, however, people also take their best intentions to their interactions in the dark. The hyper-efficient tools now deployed can intensify this, which is the great advantage attracting some users. In balance, however, in regard to online information access and dissemination, critical examination of what is in the public’s interest, and whether content should be regulated or controlled versus allowing a free flow of information where users self-regulate their online behaviour, is fraught. O’Loughlin (604) was one of the first to claim that there will be voluntary loss through negative liberty or freedom from (freedom from unwanted information or influence) and an increase in positive liberty or freedom to (freedom to read or say anything); hence, freedom from surveillance and interference is a kind of negative liberty, consistent with both libertarianism and liberalism. Conclusion The early adopters of initial iterations of SOS were hopeful and liberal (utopian) in their beliefs about universality and ‘free’ spaces of open communication between like-minded others. This was a way of virtual networking using a visual motivation (led by images, text, and sounds) for consequent interaction with others (Cinque, Visual Networking). The structural transformation of the public sphere in a Habermasian sense—and now found in SOS and their darker, hidden or closed social spaces that might ensure a counterbalance to the power of those with influence—towards all having equal access to platforms for presenting their views, and doing so respectfully, is as ever problematised. Broadly, this is no more so, however, than for mainstream SOS or for communicating in the world. References Bacciu, Andrea, Massimo La Morgia, Alessandro Mei, Eugenio Nerio Nemmi, Valerio Neri, and Julinda Stefa. “Cross-Domain Authorship Attribution Combining Instance Based and Profile-Based Features.” CLEF (Working Notes). Lugano, Switzerland, 9-12 Sep. 2019. Bentham, Jeremy, and Miran Božovič. The Panopticon Writings. London: Verso Trade, 1995. 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Holleran, Samuel. „Better in Pictures“. M/C Journal 24, Nr. 4 (19.08.2021). http://dx.doi.org/10.5204/mcj.2810.

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While the term “visual literacy” has grown in popularity in the last 50 years, its meaning remains nebulous. It is described variously as: a vehicle for aesthetic appreciation, a means of defence against visual manipulation, a sorting mechanism for an increasingly data-saturated age, and a prerequisite to civic inclusion (Fransecky 23; Messaris 181; McTigue and Flowers 580). Scholars have written extensively about the first three subjects but there has been less research on how visual literacy frames civic life and how it might help the public as a tool to address disadvantage and assist in removing social and cultural barriers. This article examines a forerunner to visual literacy in the push to create an international symbol language born out of popular education movements, a project that fell short of its goals but still left a considerable impression on graphic media. This article, then, presents an analysis of visual literacy campaigns in the early postwar era. These campaigns did not attempt to invent a symbolic language but posited that images themselves served as a universal language in which students could receive training. Of particular interest is how the concept of visual literacy has been mobilised as a pedagogical tool in design, digital humanities and in broader civic education initiatives promoted by Third Space institutions. Behind the creation of new visual literacy curricula is the idea that images can help anchor a world community, supplementing textual communication. Figure 1: Visual Literacy Yearbook. Montebello Unified School District, USA, 1973. Shedding Light: Origins of the Visual Literacy Frame The term “visual literacy” came to the fore in the early 1970s on the heels of mass literacy campaigns. The educators, creatives and media theorists who first advocated for visual learning linked this aim to literacy, an unassailable goal, to promote a more radical curricular overhaul. They challenged a system that had hitherto only acknowledged a very limited pathway towards academic success; pushing “language and mathematics”, courses “referred to as solids (something substantial) as contrasted with liquids or gases (courses with little or no substance)” (Eisner 92). This was deemed “a parochial view of both human ability and the possibilities of education” that did not acknowledge multiple forms of intelligence (Gardner). This change not only integrated elements of mass culture that had been rejected in education, notably film and graphic arts, but also encouraged the critique of images as a form of good citizenship, assuming that visually literate arbiters could call out media misrepresentations and manipulative political advertising (Messaris, “Visual Test”). This movement was, in many ways, reactive to new forms of mass media that began to replace newspapers as key forms of civic participation. Unlike simple literacy (being able to decipher letters as a mnemonic system), visual literacy involves imputing meanings to images where meanings are less fixed, yet still with embedded cultural signifiers. Visual literacy promised to extend enlightenment metaphors of sight (as in the German Aufklärung) and illumination (as in the French Lumières) to help citizens understand an increasingly complex marketplace of images. The move towards visual literacy was not so much a shift towards images (and away from books and oration) but an affirmation of the need to critically investigate the visual sphere. It introduced doubt to previously upheld hierarchies of perception. Sight, to Kant the “noblest of the senses” (158), was no longer the sense “least affected” by the surrounding world but an input centre that was equally manipulable. In Kant’s view of societal development, the “cosmopolitan” held the key to pacifying bellicose states and ensuring global prosperity and tranquillity. The process of developing a cosmopolitan ideology rests, according to Kant, on the gradual elimination of war and “the education of young people in intellectual and moral culture” (188-89). Transforming disparate societies into “a universal cosmopolitan existence” that would “at last be realised as the matrix within which all the original capacities of the human race may develop” and would take well-funded educational institutions and, potentially, a new framework for imparting knowledge (Kant 51). To some, the world of the visual presented a baseline for shared experience. Figure 2: Exhibition by the Gesellschafts- und Wirtschaftsmuseum in Vienna, photograph c. 1927. An International Picture Language The quest to find a mutually intelligible language that could “bridge worlds” and solder together all of humankind goes back to the late nineteenth century and the Esperanto movement of Ludwig Zamenhof (Schor 59). The expression of this ideal in the world of the visual picked up steam in the interwar years with designers and editors like Fritz Kahn, Gerd Arntz, and Otto and Marie Neurath. Their work transposing complex ideas into graphic form has been rediscovered as an antecedent to modern infographics, but the symbols they deployed were not to merely explain, but also help education and build international fellowship unbounded by spoken language. The Neuraths in particular are celebrated for their international picture language or Isotypes. These pictograms (sometimes viewed as proto-emojis) can be used to represent data without text. Taken together they are an “intemporal, hieroglyphic language” that Neutrath hoped would unite working-class people the world over (Lee 159). The Neuraths’ work was done in the explicit service of visual education with a popular socialist agenda and incubated in the social sphere of Red Vienna at the Gesellschafts- und Wirtschaftsmuseum (Social and Economic Museum) where Otto served as Director. The Wirtschaftsmuseum was an experiment in popular education, with multiple branches and late opening hours to accommodate the “the working man [who] has time to see a museum only at night” (Neurath 72-73). The Isotype contained universalist aspirations for the “making of a world language, or a helping picture language—[that] will give support to international developments generally” and “educate by the eye” (Neurath 13). Figure 3: Gerd Arntz Isotype Images. (Source: University of Reading.) The Isotype was widely adopted in the postwar era in pre-packaged sets of symbols used in graphic design and wayfinding systems for buildings and transportation networks, but with the socialism of the Neuraths’ peeled away, leaving only the system of logos that we are familiar with from airport washrooms, charts, and public transport maps. Much of the uptake in this symbol language could be traced to increased mobility and tourism, particularly in countries that did not make use of a Roman alphabet. The 1964 Olympics in Tokyo helped pave the way when organisers, fearful of jumbling too many scripts together, opted instead for black and white icons to represent the program of sports that summer. The new focus on the visual was both technologically mediated—cheaper printing and broadcast technologies made the diffusion of image increasingly possible—but also ideologically supported by a growing emphasis on projects that transcended linguistic, ethnic, and national borders. The Olympic symbols gradually morphed into Letraset icons, and, later, symbols in the Unicode Standard, which are the basis for today’s emojis. Wordless signs helped facilitate interconnectedness, but only in the most literal sense; their application was limited primarily to sports mega-events, highway maps, and “brand building”, and they never fulfilled their role as an educational language “to give the different nations a common outlook” (Neurath 18). Universally understood icons, particularly in the form of emojis, point to a rise in visual communication but they have fallen short as a cosmopolitan project, supporting neither the globalisation of Kantian ethics nor the transnational socialism of the Neuraths. Figure 4: Symbols in use. Women's bathroom. 1964 Tokyo Olympics. (Source: The official report of the Organizing Committee.) Counter Education By mid-century, the optimism of a universal symbol language seemed dated, and focus shifted from distillation to discernment. New educational programs presented ways to study images, increasingly reproducible with new technologies, as a language in and of themselves. These methods had their roots in the fin-de-siècle educational reforms of John Dewey, Helen Parkhurst, and Maria Montessori. As early as the 1920s, progressive educators were using highly visual magazines, like National Geographic, as the basis for lesson planning, with the hopes that they would “expose students to edifying and culturally enriching reading” and “develop a more catholic taste or sensibility, representing an important cosmopolitan value” (Hawkins 45). The rise in imagery from previously inaccessible regions helped pupils to see themselves in relation to the larger world (although this connection always came with the presumed superiority of the reader). “Pictorial education in public schools” taught readers—through images—to accept a broader world but, too often, they saw photographs as a “straightforward transcription of the real world” (Hawkins 57). The images of cultures and events presented in Life and National Geographic for the purposes of education and enrichment were now the subject of greater analysis in the classroom, not just as “windows into new worlds” but as cultural products in and of themselves. The emerging visual curriculum aimed to do more than just teach with previously excluded modes (photography, film and comics); it would investigate how images presented and mediated the world. This gained wider appeal with new analytical writing on film, like Raymond Spottiswoode's Grammar of the Film (1950) which sought to formulate the grammatical rules of visual communication (Messaris 181), influenced by semiotics and structural linguistics; the emphasis on grammar can also be seen in far earlier writings on design systems such as Owen Jones’s 1856 The Grammar of Ornament, which also advocated for new, universalising methods in design education (Sloboda 228). The inventorying impulse is on display in books like Donis A. Dondis’s A Primer of Visual Literacy (1973), a text that meditates on visual perception but also functions as an introduction to line and form in the applied arts, picking up where the Bauhaus left off. Dondis enumerates the “syntactical guidelines” of the applied arts with illustrations that are in keeping with 1920s books by Kandinsky and Klee and analyse pictorial elements. However, at the end of the book she shifts focus with two chapters that examine “messaging” and visual literacy explicitly. Dondis predicts that “an intellectual, trained ability to make and understand visual messages is becoming a vital necessity to involvement with communication. It is quite likely that visual literacy will be one of the fundamental measures of education in the last third of our century” (33) and she presses for more programs that incorporate the exploration and analysis of images in tertiary education. Figure 5: Ideal spatial environment for the Blueprint charts, 1970. (Image: Inventory Press.) Visual literacy in education arrived in earnest with a wave of publications in the mid-1970s. They offered ways for students to understand media processes and for teachers to use visual culture as an entry point into complex social and scientific subject matter, tapping into the “visual consciousness of the ‘television generation’” (Fransecky 5). Visual culture was often seen as inherently democratising, a break from stuffiness, the “artificialities of civilisation”, and the “archaic structures” that set sensorial perception apart from scholarship (Dworkin 131-132). Many radical university projects and community education initiatives of the 1960s made use of new media in novel ways: from Maurice Stein and Larry Miller’s fold-out posters accompanying Blueprint for Counter Education (1970) to Emory Douglas’s graphics for The Black Panther newspaper. Blueprint’s text- and image-dense wall charts were made via assemblage and they were imagined less as charts and more as a “matrix of resources” that could be used—and added to—by youth to undertake their own counter education (Cronin 53). These experiments in visual learning helped to break down old hierarchies in education, but their aim was influenced more by countercultural notions of disruption than the universal ideals of cosmopolitanism. From Image as Text to City as Text For a brief period in the 1970s, thinkers like Marshall McLuhan (McLuhan et al., Massage) and artists like Bruno Munari (Tanchis and Munari) collaborated fruitfully with graphic designers to create books that mixed text and image in novel ways. Using new compositional methods, they broke apart traditional printing lock-ups to superimpose photographs, twist text, and bend narrative frames. The most famous work from this era is, undoubtedly, The Medium Is the Massage (1967), McLuhan’s team-up with graphic designer Quentin Fiore, but it was followed by dozens of other books intended to communicate theory and scientific ideas with popularising graphics. Following in the footsteps of McLuhan, many of these texts sought not just to explain an issue but to self-consciously reference their own method of information delivery. These works set the precedent for visual aids (and, to a lesser extent, audio) that launched a diverse, non-hierarchical discourse that was nonetheless bound to tactile artefacts. In 1977, McLuhan helped develop a media textbook for secondary school students called City as Classroom: Understanding Language and Media. It is notable for its direct address style and its focus on investigating spaces outside of the classroom (provocatively, a section on the third page begins with “Should all schools be closed?”). The book follows with a fine-grained analysis of advertising forms in which students are asked to first bring advertisements into class for analysis and later to go out into the city to explore “a man-made environment, a huge warehouse of information, a vast resource to be mined free of charge” (McLuhan et al., City 149). As a document City as Classroom is critical of existing teaching methods, in line with the radical “in the streets” pedagogy of its day. McLuhan’s theories proved particularly salient for the counter education movement, in part because they tapped into a healthy scepticism of advertisers and other image-makers. They also dovetailed with growing discontent with the ad-strew visual environment of cities in the 1970s. Budgets for advertising had mushroomed in the1960s and outdoor advertising “cluttered” cities with billboards and neon, generating “fierce intensities and new hybrid energies” that threatened to throw off the visual equilibrium (McLuhan 74). Visual literacy curricula brought in experiential learning focussed on the legibility of the cities, mapping, and the visualisation of urban issues with social justice implications. The Detroit Geographical Expedition and Institute (DGEI), a “collective endeavour of community research and education” that arose in the aftermath of the 1967 uprisings, is the most storied of the groups that suffused the collection of spatial data with community engagement and organising (Warren et al. 61). The following decades would see a tamed approach to visual literacy that, while still pressing for critical reading, did not upend traditional methods of educational delivery. Figure 6: Beginning a College Program-Assisting Teachers to Develop Visual Literacy Approaches in Public School Classrooms. 1977. ERIC. Searching for Civic Education The visual literacy initiatives formed in the early 1970s both affirmed existing civil society institutions while also asserting the need to better inform the public. Most of the campaigns were sponsored by universities, major libraries, and international groups such as UNESCO, which published its “Declaration on Media Education” in 1982. They noted that “participation” was “essential to the working of a pluralistic and representative democracy” and the “public—users, citizens, individuals, groups ... were too systematically overlooked”. Here, the public is conceived as both “targets of the information and communication process” and users who “should have the last word”. To that end their “continuing education” should be ensured (Study 18). Programs consisted primarily of cognitive “see-scan-analyse” techniques (Little et al.) for younger students but some also sought to bring visual analysis to adult learners via continuing education (often through museums eager to engage more diverse audiences) and more radical popular education programs sponsored by community groups. By the mid-80s, scores of modules had been built around the comprehension of visual media and had become standard educational fare across North America, Australasia, and to a lesser extent, Europe. There was an increasing awareness of the role of data and image presentation in decision-making, as evidenced by the surprising commercial success of Edward Tufte’s 1982 book, The Visual Display of Quantitative Information. Visual literacy—or at least image analysis—was now enmeshed in teaching practice and needed little active advocacy. Scholarly interest in the subject went into a brief period of hibernation in the 1980s and early 1990s, only to be reborn with the arrival of new media distribution technologies (CD-ROMs and then the internet) in classrooms and the widespread availability of digital imaging technology starting in the late 1990s; companies like Adobe distributed free and reduced-fee licences to schools and launched extensive teacher training programs. Visual literacy was reanimated but primarily within a circumscribed academic field of education and data visualisation. Figure 7: Visual Literacy; What Research Says to the Teacher, 1975. National Education Association. USA. Part of the shifting frame of visual literacy has to do with institutional imperatives, particularly in places where austerity measures forced strange alliances between disciplines. What had been a project in alternative education morphed into an uncontested part of the curriculum and a dependable budget line. This shift was already forecasted in 1972 by Harun Farocki who, writing in Filmkritik, noted that funding for new film schools would be difficult to obtain but money might be found for “training in media education … a discipline that could persuade ministers of education, that would at the same time turn the budget restrictions into an advantage, and that would match the functions of art schools” (98). Nearly 50 years later educators are still using media education (rebranded as visual or media literacy) to make the case for fine arts and humanities education. While earlier iterations of visual literacy education were often too reliant on the idea of cracking the “code” of images, they did promote ways of learning that were a deep departure from the rote methods of previous generations. Next-gen curricula frame visual literacy as largely supplemental—a resource, but not a program. By the end of the 20th century, visual literacy had changed from a scholarly interest to a standard resource in the “teacher’s toolkit”, entering into school programs and influencing museum education, corporate training, and the development of public-oriented media (Literacy). An appreciation of image culture was seen as key to creating empathetic global citizens, but its scope was increasingly limited. With rising austerity in the education sector (a shift that preceded the 2008 recession by decades in some countries), art educators, museum enrichment staff, and design researchers need to make a case for why their disciplines were relevant in pedagogical models that are increasingly aimed at “skills-based” and “job ready” teaching. Arts educators worked hard to insert their fields into learning goals for secondary students as visual literacy, with the hope that “literacy” would carry the weight of an educational imperative and not a supplementary field of study. Conclusion For nearly a century, educational initiatives have sought to inculcate a cosmopolitan perspective with a variety of teaching materials and pedagogical reference points. Symbolic languages, like the Isotype, looked to unite disparate people with shared visual forms; while educational initiatives aimed to train the eyes of students to make them more discerning citizens. The term ‘visual literacy’ emerged in the 1960s and has since been deployed in programs with a wide variety of goals. Countercultural initiatives saw it as a prerequisite for popular education from the ground up, but, in the years since, it has been formalised and brought into more staid curricula, often as a sort of shorthand for learning from media and pictures. The grand cosmopolitan vision of a complete ‘visual language’ has been scaled back considerably, but still exists in trace amounts. Processes of globalisation require images to universalise experiences, commodities, and more for people without shared languages. Emoji alphabets and globalese (brands and consumer messaging that are “visual-linguistic” amalgams “increasingly detached from any specific ethnolinguistic group or locality”) are a testament to a mediatised banal cosmopolitanism (Jaworski 231). In this sense, becoming “fluent” in global design vernacular means familiarity with firms and products, an understanding that is aesthetic, not critical. It is very much the beneficiaries of globalisation—both state and commercial actors—who have been able to harness increasingly image-based technologies for their benefit. To take a humorous but nonetheless consequential example, Spanish culinary boosters were able to successfully lobby for a paella emoji (Miller) rather than having a food symbol from a less wealthy country such as a Senegalese jollof or a Morrocan tagine. This trend has gone even further as new forms of visual communication are increasingly streamlined and managed by for-profit media platforms. The ubiquity of these forms of communication and their global reach has made visual literacy more important than ever but it has also fundamentally shifted the endeavour from a graphic sorting practice to a critical piece of social infrastructure that has tremendous political ramifications. Visual literacy campaigns hold out the promise of educating students in an image-based system with the potential to transcend linguistic and cultural boundaries. This cosmopolitan political project has not yet been realised, as the visual literacy frame has drifted into specialised silos of art, design, and digital humanities education. It can help bridge the “incomplete connections” of an increasingly globalised world (Calhoun 112), but it does not have a program in and of itself. Rather, an evolving visual literacy curriculum might be seen as a litmus test for how we imagine the role of images in the world. 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