Dissertations / Theses on the topic 'Demand approach'
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MacLean, Thomas Frank. "Asymmetric demand for energy : a cointegration approach /." Thesis, Connect to this title online; UW restricted, 1997. http://hdl.handle.net/1773/7494.
Full textBowbrick, Peter. "A critique of Lancaster's approach to the economics of quality : an agricultural economics approach." Thesis, Brunel University, 1994. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.239098.
Full textErtem. "Demand Driven Disassembly Planning." Master's thesis, METU, 2007. http://etd.lib.metu.edu.tr/upload/12608169/index.pdf.
Full textTORRINI, FABIANO CASTRO. "LONG-TERM ELECTRICITY DEMAND FORECAST BY FUZZY LOGIC APPROACH." PONTIFÍCIA UNIVERSIDADE CATÓLICA DO RIO DE JANEIRO, 2014. http://www.maxwell.vrac.puc-rio.br/Busca_etds.php?strSecao=resultado&nrSeq=26974@1.
Full textCOORDENAÇÃO DE APERFEIÇOAMENTO DO PESSOAL DE ENSINO SUPERIOR
PROGRAMA DE EXCELENCIA ACADEMICA
O consumo de energia elétrica no Brasil tem sido amplamente discutido nos últimos tempos. A crise do abastecimento de energia em 2001, fez com que o Governo Federal tomasse uma série de medidas para tentar corrigir os erros do modelo em vigência. Hoje, entende-se que a situação do setor energético é delicada, fazendo com que o risco de um novo racionamento volte a ser considerado. Neste contexto, as companhias de energia estão se deparando com o desafio de obter previsões de carga mais precisas. Consequentemente, uma vez que esta demanda encontra-se inserida em um cenário instável de economia, estas estimativas requerem métodos mais eficientes e inovadores. O objetivo principal deste estudo é fornecer uma nova abordagem para o problema de previsão do consumo de eletricidade. A metodologia de lógica fuzzy é proposta com o objetivo de extrair regras das variáveis de entrada e fornecer previsões de longo prazo para a demanda de eletricidade no Brasil. Através da modelagem estatística, a identificação das estruturas de dependência e defasagens entre estas variáveis, fornece suporte para os modelos independentes com previsões anuais. A grande vantagem dos modelos de lógica fuzzy vem da habilidade destes de imitar o pensamento humano em cenários de incerteza e imprecisão. Na literatura recente, a formulação destes tipos de modelo tem se limitado a tratar as variáveis explicativas de maneira univariada, ou então envolvendo somente o PIB. Este trabalho propõe a extensão do modelo desenvolvido na literatura, começando com variáveis como a população do Brasil e o valor adicionado do PIB por estados e setores, juntamente com suas variações. Com isso, o modelo proposto será comparado com a formulação oficial vigente fornecida pela EPE.
The consumption of electricity in Brazil has been widely discussed recently. The energy supply crisis in 2001 forced the Federal Government to take a series of measures trying to fix the actual model. Nowadays, it is understood that the energy sector is going through bad times, making the risk of a new rationg plan be considered. In this context, energy companies are facing the challenge of making more accurate load forecast. Consequently, once this need is inserted into a scenario of unstable economy, these estimates require efficient methods combined with innovative features.The aim of this study is to provide a new approach to this electricity prediction problem. A Fuzzy logic methodology is proposed in order to extract rules from the input variables and provide Brazil s Long-term annual electricity demand forecasts. From a statistical modeling point of view, an identification of dependence and lags structure between the input variables provide support for independent models with annual estimates. The advantage of the fuzzy logic model lies on the ability to mimic the human thinking in an environment of uncertainty and imprecision. In recent literature, the formulation of these types of models has been limited to treating the explanatory variables in the univariate form, or involving only the GDP. This study proposes an extension of this model, starting with the Brazilian population and the additional value of the state GDP by sectors with their variations. Then, the proposed model is compared with the official formulation provided by EPE.
Bowman, John L. (John Lawrence). "The day activity schedule approach to travel demand analysis." Thesis, Massachusetts Institute of Technology, 1998. http://hdl.handle.net/1721.1/16731.
Full textIncludes bibliographical references (p. 181-184) and index.
This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections.
This study develops a model of a person's day activity schedule that can be used to forecast urban travel demand. It is motivated by the notion that travel outcomes are part of an activity scheduling decision, and uses discrete choice models to address the basic modeling problem-capturing decision interactions among the many choice dimensions of the immense activity schedule choice set. An integrated system of choice models represents a person's day activity schedule as an activity pattern and a set of tours. A pattern model identifies purposes, priorities and structure of the day's activities and travel. Conditional tour models describe timing, location and access mode of on-tour activities. The system captures trade-offs people consider, when faced with space and time constraints, among patterns that can include at-home and on-tour activities, multiple tours and trip chaining. It captures sensitivity of pattern choice to activity and travel conditions through a measure of expected tour utility arising from the tour models. When travel and activity conditions change, the relative attractiveness of patterns changes because expected tour utility changes differently for different patterns. An empirical implementation of the model system for Portland, Oregon, establishes the feasibility of specifying, estimating and using it for forecasting. Estimation results match a priori expectations of lifestyle effects on activity selection, including those of (a) household structure and role, such as for females with children, (b) capabilities, such as income, and (c) activity commitments, such as usual work levels.
(cont.) They also confirm the significance of activity and travel accessibility in pattern choice. Application of the model with road pricing and other policies demonstrates its lifestyle effects and how it captures pattern shifting-with accompanying travel changes-that goes undetected by more narrowly focused trip-based and tour-based systems. Although the model has not yet been validated in before-and-after prediction studies, this study gives strong evidence of its behavioral soundness, current practicality, potential to generate cost-effective predictions superior to those of the best existing systems, and potential for enhanced implementations as computing technology advances.
by John L. Bowman.
Ph.D.
Erlandsson, Vilhelm, and Erik Åkerblom. "Demand for Transportationin Circular Businesses : A System Dynamic approach." Thesis, KTH, Skolan för industriell teknik och management (ITM), 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-300178.
Full textDe pågående klimatförändringarna är en av vår tids största utmaningar. Att minska resursanvändningen och samtidigt bibehålla samhällets ekonomiska tillväxt ses därför som väsentligt för att nå ökad klimatneutralitet. Till följd av detta har den cirkulära ekonomin utvecklats där linjära produktflöden ersätts av cirkulära. Skiftet till cirkulära flöden kommer troligen bidra till ett nytt transportbehov då produkter i större utsträckning byter användare. Att förstå och kunna redogöra hur det uppkomna transportbehovet ser ut är av betydelse då transportsektorn i sig utgör en stor utmaning i arbetet med att minska den totala klimatpåverkan. Denna studie ämnar därför att studera åtta cirkulära företag och dess verksamheter för att identifiera centrala variabler som har en direkt eller indirekt påverkan på behovet av transporter. Studien visar på att transportbehovet kan tänkas påverkas på olika sätt beroende hur det cirkulära systemet utvecklas framöver. Om det linjära paradigmet fortsätter att gynna originaltillverkare, tillika produkttillverkare, kommer det bli svårt för det cirkulära systemet att uppnå några betydande volymer. Det linjära systemet har identifierats vara en barriär då det förblir osäkert till vilken grad produkttillverkare är redo att bidra till de nya cirkulära flödena. Om tillverkare blir mer öppna och möjliggör för externa aktörer att reparera och hantera deras produkter så spås de cirkulära flödena öka. Vidare så har kundbeteende identifierats som en drivande faktor som både kan leda till en ökad och minskad mängd transporter inom det cirkulära systemet. Att öka mängden cirkulerande produkter kommer naturligt eftersom utsläppsnyttan är betydande vid jämförelse av ökade transporter och nytillverkning av produkter. Helhetsperspektivet argumenterar således för att öka cirkulära produktflöden. En ökad mängd cirkulära produkter kan dock innebära stora utmaningar för transportsektorn och dess förmåga att nå de uppsatta klimatmålen.
Eriksson, Niclas. "Predicting demand in districtheating systems : A neural network approach." Thesis, Uppsala universitet, Avdelningen för beräkningsvetenskap, 2012. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-175082.
Full textFeehan, Patrick Joseph. "Attendance demand for soccer : a spatial cross-sectional approach." Thesis, University of Salford, 2002. http://usir.salford.ac.uk/26673/.
Full textMerino, Castelló Anna. "The Demand for Pharmaceutical Drugs: a Theoretical and Empirical Approach." Doctoral thesis, Universitat Pompeu Fabra, 2003. http://hdl.handle.net/10803/7416.
Full textNosier, Shereen Adel Hassan. "Estimating the international tourism demand for Egypt : 'an econometric approach'." Thesis, University of Hull, 2012. http://hydra.hull.ac.uk/resources/hull:6861.
Full textStock, Curtis A. "Coast Guard Coastal Patrol Boat communications demand : an economic approach." Thesis, Monterey, California. Naval Postgraduate School, 1991. http://hdl.handle.net/10945/26916.
Full textMahamaneerat, Wannapa Kay Shyu Chi-Ren. "Domain-concept mining an efficient on-demand data mining approach /." Diss., Columbia, Mo. : University of Missouri--Columbia, 2008. http://hdl.handle.net/10355/7195.
Full textBreyer, Elizabeth Yancey. "Household Water Demand and Land Use Context: A Multilevel Approach." PDXScholar, 2014. https://pdxscholar.library.pdx.edu/open_access_etds/1670.
Full textBashagi, Asimwe. "An ARDL modelling approach to international tourism demand in Tanzania." Master's thesis, University of Cape Town, 2009. http://hdl.handle.net/11427/11874.
Full textThe objective of this study was to model the extent of international tourist demand in Tanzania. Thus, the study aimed to investigate the factors affecting international tourism demand. Domestic tourism prices, travel costs, alternative destination tourism prices, exchange rates, world income and taste formation were selected as the main determinants. Dummy variables for the September 2001 USA terror attack and the 1998 Tanzania US embassy bombing were also included in the model. The dummy variables were treated in two different ways, to capture the temporary and permanent effects these events had on tourism demand. The study applied the Autoregressive Distributed Lag approach to modelling international tourist demand in Tanzania. The findings are consistent with economic theory and with empirical evidence from other studies. The model passed all diagnostic tests. Therefore, the results from this study may be used as a guide in formulating relevant tourism policy for Tanzania.
Ngai, Christopher. "Estimating the demand structure of housing characteristics: a nonparametric approach." Oberlin College Honors Theses / OhioLINK, 1995. http://rave.ohiolink.edu/etdc/view?acc_num=oberlin1342186655.
Full textLEE, TAI-CHUN. "AN EVENT-BASED APPROACH TO DEMAND-DRIVEN DYNAMIC RECONFIGURABLE COMPUTING." University of Cincinnati / OhioLINK, 2001. http://rave.ohiolink.edu/etdc/view?acc_num=ucin990821256.
Full textHo, Xuyen, and not supplied. "Achieving a Sustainable Water Future for Ho Chi Minh City, Vietnam." RMIT University. Civil, Environmental and Chemical Engineering, 2006. http://adt.lib.rmit.edu.au/adt/public/adt-VIT20070518.124112.
Full textDickson, Craig M. "Modeling Daily Power Demand in Southern Kentucky: A Single Household Approach." TopSCHOLAR®, 2012. http://digitalcommons.wku.edu/theses/1203.
Full textGuillaud, Elvire Gatti Donatella Amable Bruno. "Political economy of redistribution a comparative approach from the demand side /." Lyon : Université Lumière Lyon 2, 2008. http://theses.univ-lyon2.fr/sdx/theses/lyon2/2008/guillaud_e.
Full textPattabhiraman, Varun R. (Varun Ramakrishna). "A needs-based approach to activity generation for travel demand analysis/." Thesis, Massachusetts Institute of Technology, 2012. http://hdl.handle.net/1721.1/74470.
Full textCataloged from PDF version of thesis.
Includes bibliographical references (p. 105-110).
This thesis develops a needs-based framework for behavioral enhancement of conventional activity-based travel demand models. Operational activity-based models specify activity generation models based on empirical considerations which are weakly founded in a behavioral theory. This thesis aims to enhance the specification of the activity generation models by developing the conceptual and analytical relationship between individuals' activity choices and need-satisfaction. The theory of needs hypothesizes that individuals conduct activities to satisfy their needs. Each activity that an individual conducts may satisfy one or several of their needs. Conversely, each need may be satisfied by one or several activities. This thesis models an individual's choice of activity dimensions including frequency, sequence, location, mode, time-of-travel, etc. as one that maximizes his/her need-satisfaction. A conceptual model of the relationship between needs and activities is developed based on inventory theory. Every need is associated with a psychological inventory that reflects the level of satisfaction with respect to the need. When an activity that satisfies a need is conducted, the need is satisfied and the corresponding psychological inventory is replenished by a quantity called the activity production. Over time, this inventory gets consumed and the need builds up. The choice of activity dimensions is modeled as a psychological inventory maximizing (i.e. utility-maximizing) problem, subject to time and cost budget constraints. The framework also accounts for satiation in need-satisfaction. An analytical model is formulated, solved and empirically estimated for a single need and the activity that satisfies the need under steady-state conditions. The problem is solved in two stages, for discrete (location) and continuous (duration and frequency) decision variables. The properties of the general solution are studied, and then explored for a translog form of the activity production function. An empirical estimation method that can be applied to single day travel diary data is proposed and validated using Monte-Carlo experiments. The model is empirically estimated using standard travel diary data from the Denver metropolitan area. Estimation results indicate the potential of the needs-based approach to enrich the specification of activity generation models in conventional activity-based model systems. A conceptual framework to extend the single need model is discussed. Extensions to models of multiple needs that capture interactions between different needs are also discussed. The flexible framework can also be extended to model social interactions including intrahousehold activity allocation and joint activity participation by households and social circles. An extension to a dynamic needs-based activity generation model is also discussed, which may be integrated with transportation simulators to predict individuals' activity choices in response to real-time information.
by Varun R. Pattabhiraman.
S.M.in Transportation
Dave, Saraansh. "A systems approach to smart grids : demand side modelling and analysis." Thesis, University of Bristol, 2014. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.658853.
Full textMiclo, Romain. "Challenging the "Demand Driven MRP" Promises : a Discrete Event Simulation Approach." Thesis, Ecole nationale des Mines d'Albi-Carmaux, 2016. http://www.theses.fr/2016EMAC0016/document.
Full textThe main Supply Chain current issues concern the adaptation to unstable environments. Demand Driven Material Requirements Planning (DDMRP) is a recent and promising material management method that is designed to tackle these current issues. The research work details and classifies DDMRP compared to the other material management methods known. The goal of this work is to challenge the main DDMRP promises. This is why a design of experiments was realised on a case study in order to assess MRP II, Kanban and DDMRP behaviours with different variability sources. The DDMRP buffer sizing is a major issue. It was dealt with an optimisation work on a case study. All the contributions were experimented with a DDMRP implementation on a real case. The research work enables several DDMRP advantages to be validated, such as the system adjustment to different variability sources, however this work also allows research perspectives to be underlined
Zhu, Xiaomei. "A Demand Driven Re-fleeting Approach for Aircraft Assignment Under Uncertainty." Thesis, Virginia Tech, 2001. http://hdl.handle.net/10919/34814.
Full textMaster of Science
Adams, Abigail. "The nonparametric approach to demand analysis : essays in revealed preference theory." Thesis, University of Oxford, 2013. http://ora.ox.ac.uk/objects/uuid:d2a548aa-e720-4975-802b-e55d08dec9e6.
Full textOnuzo, Chika N. "An analysis of Georgia's energy demand ( a case study of gasoline and residential demand for electricity): a quantitative approach." DigitalCommons@Robert W. Woodruff Library, Atlanta University Center, 1985. http://digitalcommons.auctr.edu/dissertations/3262.
Full textBijinemula, Sandeep Kumar. "An Efficient Knapsack-Based Approach for Calculating the Worst-Case Demand of AVR Tasks." Thesis, Virginia Tech, 2019. http://hdl.handle.net/10919/87403.
Full textMaster of Science
Real-time systems require temporal correctness along with accuracy. This notion of temporal correctness is achieved by specifying deadlines to each of the tasks. In order to ensure that all the deadlines are met, it is important to know the processor requirement, also known as demand, of a task over a given interval. For some tasks, the demand is not constant, instead it depends on several external factors. For such tasks, it becomes necessary to calculate the worst-case demand. Engine-triggered tasks are activated when the crankshaft in an engine is at certain points in its path of rotation. This makes their activation rate dependent on the angular speed and acceleration of the crankshaft. In addition, several properties of the engine triggered tasks like the execution time and deadlines are dependent on the speed profile of the crankshaft. Such tasks are referred to as adaptive-variable rate (AVR) tasks. Existing methods to calculate the worst-case demand of AVR tasks are either inaccurate or computationally intractable. We propose a method to efficiently calculate the worst-case demand of AVR tasks by transforming the problem into a variant of the knapsack problem. We then propose a framework to systematically narrow down the search space associated with finding the worst-case demand of AVR tasks. Experimental results show that our approach is at least 10 times faster, with an average runtime improvement of 146 times for randomly generated task sets when compared to the state-of-the-art technique.
Havemann, Roy Charles. "The demand for labour in South Africa : a theoretical and empirical approach." Thesis, Stellenbosch : Stellenbosch University, 2004. http://hdl.handle.net/10019.1/50130.
Full textENGLISH ABSTRACT: Nearly five million South Africans were unemployed in 2002 and creating employment opportunities is a difficult challenge. Before this issue can be tackled, however, it is critical to understand the problem. This thesis opts to contribute to this understanding by considering aspects around the demand for labour. The analysis considers a selection of the theoretical literature on the demand for labour, estimates key labour market parameters and then undertakes a number of simulations using a structural model. There are many conflicting paradigms that can be used to analyse the issue: microeconomic versus macroeconomic; neoclassical versus structuralist; theoretical versus empirical and so forth. Some of these paradigms are considered as part of the attempt to build an empirical framework that can be used to analyse the issue. The empirical results of the thesis suggest that: • Higher real wages lead to lowering of the quantity demanded of labour. The thesis estimates an economy-wide wage elasticity of employment of approximately -0,67; • Higher output stimulates the demand for labour. The single equation estimate of the employment elasticity of output is between 0,66 and 0,75, whilst the economy-wide estimate is approximately 1,1. The latter takes into account feedback effects from other macroeconomic variables, such as productivity and wages; • There is little evidence to show that the efficiency wage hypothesis holds - higher productivity leads to higher wages, but the converse is not true; • Union power increases real wages, indirectly leading to a fall in the demand for labour. This suggests that the labour market has insiders and outsiders; and • The relative price of labour is also important, with a fall in the cost of capital leading to a decrease in the demand for labour. Simulations suggest that job creation can be achieved through policies that encourage wage moderation and increase economic growth. There is also a potential role, albeit limited, for fiscal incentives such as a mooted earned income tax credit.
AFRIKAANSE OPSOMMING: Byna vyf miljoen Suid-Afrikaners was werkloos in 2002 en werkskepping is 'n moeilike uitdaging. Voordat hierdie kwessie aangepak kan word, is dit egter noodsaaklik om die probleem te verstaan. Hierdie tesis dra by tot hierdie begrip deur te fokus op punte rondom die vraag na arbeid. Die ontleding kyk na 'n verskeidenheid van teoretiese literatuur oor die vraag na arbeid en identifiseer sleutel-parameters vir die arbeidsmark. Daar is soveel teenstrydige paradigmas wat gebruik kan word om die kwessie te ontleed: Mikro-ekonomies teenoor makro-ekonomies; neoklassiek teenoor strukturalisties; teoreties teenoor empiries, ensovoorts. Sommige van hierdie paradigmas word bespreek as deel van die poging om 'n empiriese raamwerk te bou wat gebruik kan word om die kwessie te ontleed. Die empiriese resultate van die tesis toon: • Hoër reële lone lei tot 'n verlaging van die hoeveelheid arbeid aangevra. Die tesis beraam die ekonomiewye loonelastisiteit van indiensneming op sowat - 0,67; • Hoër uitset stimuleer die vraag na arbeid. Die enkelvergelyking-raming van die uitset-elastisiteit van indiensneming is tussen 0,66 en 0,75, terwyl die ekonomiewye raming sowat 1,1 is. Laasgenoemde neem terugvoerinvloede van ander makro-ekonomiese veranderlikes in ag, bv. produktiwiteit en lone. • Daar is min bewyse dat die doeltreffende loon-hipotese water hou: Hoër produktiwiteit lei tot hoër lone, maar die teendeel is onwaar; • Vakbonde se mag verhoog reële lone, wat indirek lei tot 'n daling van die vraag na arbeid. Dit dui daarop dat die arbeidsmark 'n binnekring en buitestaanders het; en • Die relatiewe prys van arbeid is ook belangrik: 'n Afname van die koste van kapitaal veroorsaak 'n daling van die vraag na arbeid. Simulasies toon dat werkskepping bevorder kan word deur beleid wat loonmatiging en ekonomiese groei bevorder. Daar is ook 'n rol, alhoewel beperk, vir fiskale insentiewe, b.v. 'n loonsubsidie.
Mougeot, Sylvie R. (Sylvie Renee) Carleton University Dissertation Management Studies. "Demand for Canadian bank notes by denomination; a combined share/ regression approach." Ottawa, 1997.
Find full textCao, Z. "Modelling economic interdependencies of international tourism demand : the global vector autoregressive approach." Thesis, University of Surrey, 2016. http://epubs.surrey.ac.uk/810483/.
Full textGoh, Bee Hua. "Construction demand modelling : a systematic approach to using economic indicators and a comparative study of alternative forecasting approaches." Thesis, University College London (University of London), 1996. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.393033.
Full textShang, Feng. "Path-dependent approach to estimate chlorine wall demand coeffcient in water distribution system." Cincinnati, Ohio : University of Cincinnati, 2005. http://www.ohiolink.edu/etd/view.cgi?acc%5Fnum=ucin1109274766.
Full textZajicek, Edward K. "Valuation of quality determinants in consumer demand for automobile : a hedonic price approach /." Diss., This resource online, 1990. http://scholar.lib.vt.edu/theses/available/etd-08232007-112211/.
Full textAl-Noaimi, Mubarak Aman. "Development of water resources in Bahrain : a combined approach of supply-demand analysis." Thesis, University of Plymouth, 2004. http://hdl.handle.net/10026.1/1951.
Full textAli, Mir Shabbar. "An accessibility-activity based approach for modelling rural travel demand in developing countries." Thesis, University of Birmingham, 2001. http://etheses.bham.ac.uk//id/eprint/900/.
Full textHamilton, I. G. "Energy epidemiology : an epidemiological approach to empirically-based population-level energy demand research." Thesis, University College London (University of London), 2015. http://discovery.ucl.ac.uk/1469031/.
Full textDostálová, Kristýna. "On the demand and supply of local public goods : a quasi-experimental approach." Thesis, Rennes 1, 2019. http://www.theses.fr/2019REN1G003.
Full textThe aim of the PhD thesis is to study the demand and supply sides of local public good provision. Demand driven models, such as the median voter theorem or the Meltzer and Richard hypothesis, state that the characteristics and preferences of the electorate are the main forces driving public decisions. Models focusing on the supply side argue instead that the composition of governing bodies (e.g., number of parties, ideology of elected officials) is the key explanatory factor. The thesis seeks to shed light on the connection between the two categories of explanations, through a series of empirical essays, using a quasi-experimental approach to study the local public sector in France and Finland.The analysis of operating expenditures of the French Departments shows that left-wing governments do not spend more on social assistance than their right-wing counterparts. Spending levels depend instead on the number of welfare recipients and their type: children, unemployed, disabled and elderly people. For Finnish municipalities, the quasi-experimental approach indicates that there is no significant difference between the expenditures of majority governments and those of minority governments. The demand side, i.e., the electorate, thus seems to play an important role in explaining policy choices in the two countries
Mattson, Jeremy. "Innovative Approach to Estimating Demand for Intercity Bus Services in a Rural Environment." Diss., North Dakota State University, 2017. http://hdl.handle.net/10365/25945.
Full textU.S. Department of Transportation (USDOT)
Teo, William W. J. "A natural language processing approach to improve demand forecasting in long supply chains." Thesis, Massachusetts Institute of Technology, 2020. https://hdl.handle.net/1721.1/127104.
Full textCataloged from the official PDF of thesis.
Includes bibliographical references (pages 74-80).
Information sharing is one of the established approaches to improve demand forecasting and reduce the bullwhip effect, but it is infeasible to do so effectively in a long supply chain. Using the polystyrene industry as a case study, this thesis explores the usage of modern natural language processing (NLP) techniques in a deep learning model, known as NEMO, to forecast the demand of a commodity -- without requiring downstream companies to share information. In addition, this thesis compares the effectiveness of such an approach with other non-deep learning approaches, specifically an ARIMA model and a gradient boosting model, XGBoost, to demand forecasting. All three models returned large forecast errors. However, NEMO tracked the volatility of actual data better than the ARIMA model. NEMO also had better success in predicting demand than the XGBoost model, returning approximately 20% better Root Mean Square Error (RMSE) and Mean Absolute Error (MAE) scores. This result suggests that NEMO can be improved with better data, but other issues, such as legality of text mining, need to be considered and addressed before NEMO can be used in day-to-day operations. In its current form, NEMO can be used alongside other forecasting models and provide invaluable information about upcoming demand volatility.
by William W.J. Teo.
M. Eng. in Supply Chain Management
M.Eng.inSupplyChainManagement Massachusetts Institute of Technology, Supply Chain Management Program
Subbiah, Rajesh. "An activity-based energy demand modeling framework for buildings: A bottom-up approach." Thesis, Virginia Tech, 2013. http://hdl.handle.net/10919/23084.
Full textMaster of Science
De, Villiers Dylan. "A modern econometric approach to estimating theoretically consistent demand systems of retail brands." Master's thesis, University of Cape Town, 2011. http://hdl.handle.net/11427/10360.
Full textSHANG, FENG. "PATH-DEPENDENT APPROACH TO ESTIMATE CHLORINE WALL DEMAND COEFFICIENT IN WATER DISTRIBUTION SYSTEM." University of Cincinnati / OhioLINK, 2005. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1109274766.
Full textStorry, Rachael Louise. "A multi-objective optimisation approach to the network arrangement of flexible heat demand." Thesis, University of Strathclyde, 2014. http://oleg.lib.strath.ac.uk:80/R/?func=dbin-jump-full&object_id=24394.
Full textTaylor, Lance, Armon Rezai, and Duncan K. Foley. "An Integrated Approach to Climate Change, Income Distribution, Employment, and Economic Growth*." WU Vienna University of Economics and Business, 2015. http://epub.wu.ac.at/4557/1/EcolEcon_WorkingPaper_2015_3.pdf.
Full textSeries: Ecological Economic Papers
Kagiri, Charles Muiruri. "Optimal approach to energy management and gas delivery of a compressed natural gas station." Thesis, University of Pretoria, 2019. http://hdl.handle.net/2263/77831.
Full textThesis (PhD)--University of Pretoria, 2019.
Electrical, Electronic and Computer Engineering
PhD
Unrestricted
Bian, Desong. "An Expert-based Approach for Demand Curtailment Allocation Subject to Communications and Cyber Security Limitations." Diss., Virginia Tech, 2017. http://hdl.handle.net/10919/74930.
Full textPh. D.
Goddard, Timothy Glenn. "A systematic approach to the design of weaving preparation systems operating under variable demand." Diss., Georgia Institute of Technology, 1997. http://hdl.handle.net/1853/8526.
Full textWong, Ho-ting, and 黃浩霆. "Biometeorological modelling and forecasting of ambulance demand for Hong Kong: a spatio-temporal approach." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2012. http://hub.hku.hk/bib/B4775297X.
Full textpublished_or_final_version
Geography
Doctoral
Doctor of Philosophy
Ebina, Takeshi, and Takanori Adachi. "Log-Linear Demand Systems with Differentiated Products Are Inconsistent with the Representative Consumer Approach." 名古屋大学大学院経済学研究科附属国際経済政策研究センター, 2014. http://hdl.handle.net/2237/21071.
Full textKim, Seok-Chool. "Forecasting international demand for tourism to South Korea : a cointegration and error correction approach." Thesis, University of Surrey, 1997. http://epubs.surrey.ac.uk/2173/.
Full textHo, To Ming. "Export supply and import demand functions of Hong Kong : a dual production theory approach." Thesis, University of Southampton, 1993. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.239404.
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