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Artykuły w czasopismach na temat "Model Driven Development"

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Pastor, Oscar, Sergio España, José Ignacio Panach i Nathalie Aquino. "Model-Driven Development". Informatik-Spektrum 31, nr 5 (27.08.2008): 394–407. http://dx.doi.org/10.1007/s00287-008-0275-8.

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Holovach, Nataliia, Ivan Bakhov i Liubov Zgalat Lоzynska. "An Innovation-Driven Model for Management Personnel Development at Enterprises". Journal of Advanced Research in Dynamical and Control Systems 11, nr 12-SPECIAL ISSUE (31.12.2019): 1266–77. http://dx.doi.org/10.5373/jardcs/v11sp12/20193335.

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Zhu, Meng, i Alf Inge Wang. "Model-driven Game Development". ACM Computing Surveys 52, nr 6 (21.01.2020): 1–32. http://dx.doi.org/10.1145/3365000.

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Balmelli, L., D. Brown, M. Cantor i M. Mott. "Model-driven systems development". IBM Systems Journal 45, nr 3 (2006): 569–85. http://dx.doi.org/10.1147/sj.453.0569.

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Balmelli, L., D. Brown, M. Cantor i M. Mott. "Model-driven systems development". IEEE Engineering Management Review 36, nr 4 (2008): 6. http://dx.doi.org/10.1109/emr.2008.4778755.

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Yuefeng Zhang. "Test-Driven Modeling for Model-Driven Development". IEEE Software 21, nr 05 (wrzesień 2004): 80–86. http://dx.doi.org/10.1109/ms.2004.1331307.

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Ameedeen, Mohamed A., Behzad Bordbar i Rachid Anane. "Model interoperability via Model Driven Development". Journal of Computer and System Sciences 77, nr 2 (marzec 2011): 332–47. http://dx.doi.org/10.1016/j.jcss.2010.01.011.

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Cindrela Devi, Ar A. "Development of Resource-Driven Scheduling Model for Mass Housing Construction Projects". International Journal of Engineering and Technology 7, nr 5 (grudzień 2015): 419–23. http://dx.doi.org/10.7763/ijet.2015.v7.830.

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Yao, J. F., K. Tanaka, A. Kawahara i M. Sadatomi. "Development of Resource-Driven Scheduling Model for Mass Housing Construction Projects". International Journal of Engineering and Technology 7, nr 5 (grudzień 2015): 424–31. http://dx.doi.org/10.7763/ijet.2015.v7.831.

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Lapping, Andy. "Model driven development with Ada". ACM SIGAda Ada Letters XXIV, nr 4 (grudzień 2004): 19–22. http://dx.doi.org/10.1145/1046191.1032301.

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Rozprawy doktorskie na temat "Model Driven Development"

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Liyanagama, Pulitha Lakmith. "Aspect-driven model transformations in model driven development". Thesis, University of Kent, 2009. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.509637.

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Shappee, Bartlett A. "Test First Model-Driven Development". Digital WPI, 2012. https://digitalcommons.wpi.edu/etd-theses/339.

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Test Driven Development (TDD), Model-Driven Development (MDD), and Test Case Generation with their associated practices and tools each in their own right promise to deliver robust higher quality code more economically then other approaches. These process are not mutually exclusive but are not typically used together. This thesis develops a combined approach using complimentary aspects of each of the above three process. Test cases are described, generated, and then injected back into the model, which is then used to produce the test and production code. We have enhanced a model-driven tool to support the approach, adding a test case generator, capable of understanding augmented MDD software model and utilizing the constraints captured in our test-centric language to generate model-level test cases back into the model. Our results show that, with a reduction in overall effort one can produce a tested model-based system in which its test and implementation for multiple platforms such as C and Java, using one of multiple test xUnit frameworks.
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Kasa, Narasimha Murthy Arjun. "MODEL DRIVEN PRODUCT REALIZATION : A holistic demonstration of model driven product development". Thesis, KTH, Industriell produktion, 2014. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-151257.

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Model driven product realization is an emerging methodology in industrial scenario. It focuses onusing 3D models in various formats to design, manufacture and inspect a product. The benefits ofthis methodology are improved cross functional interoperability, reliable modeling and simulation,optimized design decision making, improved performance predictability, strengthened collaborative environment and shortened development time. Currently the prominence of 2Ddrawings and its usage is still prevalent in the industries which results in under‐utilization of the presently available CAx systems leading to diminished productivity. This thesis is aimed to demonstrate the capabilities and impact of model driven approach to formulate an efficient product development methodology in a real industry scenario. For achieving the intent a prototype product is considered which is used in suspension system of the research concept vehicle developed by KTH transport labs. The scope includes the industrialization of the prototype resulting in new/final design, process plan, operation plan inspection plan and eventually a manufactured part using annotated 3D models at all stages. It also showcases the process and product feedback methodologies possible by this approach. The foundations for this demonstration are ISO 10303 standard and STEP (standard for the exchange of product model data) application protocols. These define the computer interpretable representation and exchange of product manufacturing information across various domains. There have been considerable advancements in these standards in recent years but a standard way of approaching the model driven product development does not exist. Hence this demonstration enables as a stepping stone for implementation of this approach in real world.
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Abdelzad, Vahdat. "Promoting Traits into Model-Driven Development". Thesis, Université d'Ottawa / University of Ottawa, 2017. http://hdl.handle.net/10393/36246.

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Traits are primitive units of code reuse that serve as building blocks of classes. In this research, we enhance reuse by extending the capabilities of traits; in particular, we add modeling abstractions to them. Traits have a variety of benefits, including facilitating reuse and separation of concerns. They have appeared in several programming languages, particularly derivatives of Smalltalk. However, there is still no support for traits that contain modeling abstractions, and no straightforward support for them in general-purpose programming languages. The latter is due to structural concerns that exist for them at runtime, especially traits that contain modeling abstractions. Model-driven technologies are making inroads into the development community, albeit slowly. Modeling abstractions such as state machines and associations provide new opportunities for reuse, and can be combined with inheritance for even greater reusability. However, issues with inheritance apply also when these new abstractions are inheritable units. This suggests that traits and models ought to be able to be synergistically combined. We perform a comprehensive analysis of using modeling elements in traits. We implement such traits in Umple, which is a model-oriented programming language that permits embedding of programming concepts into models. The contributions of the thesis are: a) Adding new elements including state machines and associations into traits, hence bringing more reusability, modularity, and applications to traits; b) Developing an algorithm that allows reusing, extending, and composing state machines through traits; c) Extending traits with required interfaces so dependencies at the semantic level become part of their usage, rather than simple syntactic capture; d) Adding template parameters with associations in traits, offering new applications for traits in which it is possible to define design patterns and to have a library of most-used functionality; e) The implementation of all the above concepts, including generating code in multiple general-purpose programming languages through automatic model transformation.
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Kovése, Jernej. "Model-driven development of versioning systems /". Kaiserslautern : Techn. Univ, 2005. http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&doc_number=013525692&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA.

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Johannes, Jendrik. "Component-Based Model-Driven Software Development". Doctoral thesis, Saechsische Landesbibliothek- Staats- und Universitaetsbibliothek Dresden, 2011. http://nbn-resolving.de/urn:nbn:de:bsz:14-qucosa-63986.

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Model-driven software development (MDSD) and component-based software development are both paradigms for reducing complexity and for increasing abstraction and reuse in software development. In this thesis, we aim at combining the advantages of each by introducing methods from component-based development into MDSD. In MDSD, all artefacts that describe a software system are regarded as models of the system and are treated as the central development artefacts. To obtain a system implementation from such models, they are transformed and integrated until implementation code can be generated from them. Models in MDSD can have very different forms: they can be documents, diagrams, or textual specifications defined in different modelling languages. Integrating these models of different formats and abstraction in a consistent way is a central challenge in MDSD. We propose to tackle this challenge by explicitly separating the tasks of defining model components and composing model components, which is also known as distinguishing programming-in-the-small and programming-in-the-large. That is, we promote a separation of models into models for modelling-in-the-small (models that are components) and models for modelling-in-the-large (models that describe compositions of model components). To perform such component-based modelling, we introduce two architectural styles for developing systems with component-based MDSD (CB-MDSD). For CB-MDSD, we require a universal composition technique that can handle models defined in arbitrary modelling languages. A technique that can handle arbitrary textual languages is universal invasive software composition for code fragment composition. We extend this technique to universal invasive software composition for graph fragments (U-ISC/Graph) which can handle arbitrary models, including graphical and textual ones, as components. Such components are called graph fragments, because we treat each model as a typed graph and support reuse of partial models. To put the composition technique into practice, we developed the tool Reuseware that implements U-ISC/Graph. The tool is based on the Eclipse Modelling Framework and can therefore be integrated into existing MDSD development environments based on the framework. To evaluate the applicability of CB-MDSD, we realised for each of our two architectural styles a model-driven architecture with Reuseware. The first style, which we name ModelSoC, is based on the component-based development paradigm of multi-dimensional separation of concerns. The architecture we realised with that style shows how a system that involves multiple modelling languages can be developed with CB-MDSD. The second style, which we name ModelHiC, is based on hierarchical composition. With this style, we developed abstraction and reuse support for a large modelling language for telecommunication networks that implements the Common Information Model industry standard.
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Wang, Chen-Wei. "Model-driven development of information systems". Thesis, University of Oxford, 2012. http://ora.ox.ac.uk/objects/uuid:9d70647c-e1b6-4cbb-b88c-707f09431db6.

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The research presented in this thesis is aimed at developing reliable information systems through the application of model-driven and formal techniques. These are techniques in which a precise, formal model of system behaviour is exploited as source code. As such a model may be more abstract, and more concise, than source code written in a conventional programming language, it should be easier and more economical to create, to analyse, and to change. The quality of the model of the system can be ensured through certain kinds of formal analysis and fixed accordingly if necessary. Most valuably, the model serves as the basis for the automated generation or configuration of a working system. This thesis provides four research contributions. The first involves the analysis of a proposed modelling language targeted at the model-driven development of information systems. Logical properties of the language are derived, as are properties of its compiled form---a guarded substitution notation. The second involves the extension of this language, and its semantics, to permit the description of workflows on information systems. Workflows described in this way may be analysed to determine, in advance of execution, the extent to which their concurrent execution may introduce the possibility of deadlock or blocking: a condition that, in this context, is synonymous with a failure to achieve the specified outcome. The third contribution concerns the validation of models written in this language by adapting existing techniques of software testing to the analysis of design models. A methodology is presented for checking model consistency, on the basis of a generated test suite, against the intended requirements. The fourth and final contribution is the presentation of an implementation strategy for the language, targeted at standard, relational databases, and an argument for its correctness, based on a simple, set-theoretic semantics for structure and operations.
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Aboulsamh, Mohammed A. "Model-driven data migration". Thesis, University of Oxford, 2012. http://ora.ox.ac.uk/objects/uuid:44ddbf8b-a6a0-4830-baeb-13b2c746802f.

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Information systems often hold data of considerable value. Their continuing development or maintenance will often necessitate evolution of the system and migration of the data from one version to the next: a process that may be expensive, time-consuming, and prone to error. That such a process remains a source of challenges, is recognized by both academia and industry. In current practice, data migration is often considered only in the later stages of development, leaving critical data to be transformed and loaded by hand-written scripts, long after the design process has been completed. The advent of model-driven engineering offers an opportunity to consider the question of information system evolution and data migration earlier in the development process. A precise account of the proposed changes to an existing system model can be used to predict the consequences for existing data, and to generate the necessary data migration implementation. This dissertation shows how automatic data migration can be achieved by extending the definition of a data modeling language to include model level operations, each of which corresponds to the addition, modification, or deletion of a model component. Using the Unified Modeling Language (UML) notation as an example, we show how the specification of these operations may be translated into an abstract program in the Abstract Machine Notation (AMN), employed in the B-method, and then formally checked for consistency and applicability prior to translation into a concrete programming notation, such as Structured Query Language (SQL).
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Baerisch, Stefan. "Domain-specific model-driven testing". Wiesbaden Vieweg + Teubner, 2009. http://d-nb.info/995466882/04.

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Pleuss, Andreas. "Model-Driven Development of Interactive Multimedia Applications". Diss., lmu, 2009. http://nbn-resolving.de/urn:nbn:de:bvb:19-114969.

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Książki na temat "Model Driven Development"

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Beydeda, Sami, Matthias Book i Volker Gruhn, red. Model-Driven Software Development. Berlin, Heidelberg: Springer Berlin Heidelberg, 2005. http://dx.doi.org/10.1007/3-540-28554-7.

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Deved¿ic, Vladan. Model Driven Engineering and Ontology Development. Berlin, Heidelberg: Springer-Verlag Berlin Heidelberg, 2009.

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Hammoudi, Slimane, Luís Ferreira Pires i Bran Selic, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-11030-7.

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Desfray, Philippe, Joaquim Filipe, Slimane Hammoudi i Luís Ferreira Pires, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2015. http://dx.doi.org/10.1007/978-3-319-27869-8.

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Hammoudi, Slimane, Luís Ferreira Pires i Bran Selić, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2020. http://dx.doi.org/10.1007/978-3-030-37873-8.

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Hammoudi, Slimane, Luís Ferreira Pires, Bran Selic i Philippe Desfray, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-66302-9.

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Deved¿ic, Vladan, Dragan Djuric i Dragan Ga¿evic. Model Driven Engineering and Ontology Development. Berlin, Heidelberg: Springer Berlin Heidelberg, 2009. http://dx.doi.org/10.1007/978-3-642-00282-3.

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Pires, Luís Ferreira, Slimane Hammoudi i Bran Selic, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2018. http://dx.doi.org/10.1007/978-3-319-94764-8.

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Hammoudi, Slimane, Luís Ferreira Pires, Joaquim Filipe i Rui César das Neves, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2015. http://dx.doi.org/10.1007/978-3-319-25156-1.

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Hammoudi, Slimane, Luís Ferreira Pires i Bran Selić, red. Model-Driven Engineering and Software Development. Cham: Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-67445-8.

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Części książek na temat "Model Driven Development"

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Shekhar, Shashi, i Hui Xiong. "Model Driven Development". W Encyclopedia of GIS, 682. Boston, MA: Springer US, 2008. http://dx.doi.org/10.1007/978-0-387-35973-1_802.

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Parreiras, Fernando Silva, Gerd Gröner, Tobias Walter, Andreas Friesen, Tirdad Rahmani, Jens Lemcke, Hannes Schwarz, Krzysztof Miksa, Christian Wende i Uwe Aßmann. "Model-Driven Software Development". W Ontology-Driven Software Development, 21–50. Berlin, Heidelberg: Springer Berlin Heidelberg, 2012. http://dx.doi.org/10.1007/978-3-642-31226-7_2.

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Grunske, Lars, Leif Geiger, Albert Zündorf, Niels Van Eetvelde, Pieter Van Gorp i Dániel Varró. "Using Graph Transformation for Practical Model-Driven Software Engineering". W Model-Driven Software Development, 91–117. Berlin, Heidelberg: Springer Berlin Heidelberg, 2005. http://dx.doi.org/10.1007/3-540-28554-7_5.

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Gaševic, Dragan, Dragan Djuric i Vladan Devedžic. "Model Driven Engineering". W Model Driven Engineering and Ontology Development, 125–55. Berlin, Heidelberg: Springer Berlin Heidelberg, 2009. http://dx.doi.org/10.1007/978-3-642-00282-3_4.

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Büchner, Thomas, i Florian Matthes. "Introspective Model-Driven Development". W Software Architecture, 33–49. Berlin, Heidelberg: Springer Berlin Heidelberg, 2006. http://dx.doi.org/10.1007/11966104_4.

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Barbier, Franck, i Jean-Luc Recoussine. "Model-Driven Development (MDD)". W Cobol Software Modernization, 109–33. Hoboken, NJ, USA: John Wiley & Sons, Inc., 2015. http://dx.doi.org/10.1002/9781119073147.ch6.

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Daniel, Florian, i Maristella Matera. "Model-Driven Software Development". W Mashups, 71–93. Berlin, Heidelberg: Springer Berlin Heidelberg, 2014. http://dx.doi.org/10.1007/978-3-642-55049-2_4.

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Liddle, Stephen W. "Model-Driven Software Development". W Handbook of Conceptual Modeling, 17–54. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011. http://dx.doi.org/10.1007/978-3-642-15865-0_2.

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Streekmann, Niels. "Model-Driven Software Development". W Clustering-Based Support for Software Architecture Restructuring, 55–69. Wiesbaden: Vieweg+Teubner Verlag, 2012. http://dx.doi.org/10.1007/978-3-8348-8675-0_5.

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Pérez-Soler, Sara, Esther Guerra i Juan de Lara. "Model-Driven Chatbot Development". W Conceptual Modeling, 207–22. Cham: Springer International Publishing, 2020. http://dx.doi.org/10.1007/978-3-030-62522-1_15.

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Streszczenia konferencji na temat "Model Driven Development"

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Denney, Ewen, Ganesh Pai i Iain Whiteside. "Model-Driven Development of Safety Architectures". W 2017 ACM/IEEE 20th International Conference on Model-Driven Engineering Languages and Systems (MODELS). IEEE, 2017. http://dx.doi.org/10.1109/models.2017.27.

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Pasic, Faruk. "Model-driven development of condition monitoring software". W MODELS '18: ACM/IEEE 21th International Conference on Model Driven Engineering Languages and Systems. New York, NY, USA: ACM, 2018. http://dx.doi.org/10.1145/3270112.3275338.

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Thomas, Dave, i Brian M. Barry. "Model driven development". W Companion of the 18th annual ACM SIGPLAN conference. New York, New York, USA: ACM Press, 2003. http://dx.doi.org/10.1145/949344.949346.

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Selic, Bran. "From Model-Driven Development to Model-Driven Engineering". W 19th Euromicro Conference on Real-Time Systems (ECRTS'07). IEEE, 2007. http://dx.doi.org/10.1109/ecrts.2007.16.

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"Applying Model-Driven Development to Environment Monitoring System". W Special Session on Cooperative Model Driven Development. SCITEPRESS - Science and and Technology Publications, 2015. http://dx.doi.org/10.5220/0005338205770584.

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"Defining and using Collaboration Patterns for Software Process Development". W Special Session on Cooperative Model Driven Development. SCITEPRESS - Science and and Technology Publications, 2015. http://dx.doi.org/10.5220/0005338705570564.

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"RuCORD: Rule-based Composite Operation Recovering and Detection to Support Cooperative Edition of (Meta)Models". W Special Session on Cooperative Model Driven Development. SCITEPRESS - Science and and Technology Publications, 2015. http://dx.doi.org/10.5220/0005339305850591.

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"Using Process Ontology Together with Process Editor - To Facilitate Tool Integration". W Special Session on Cooperative Model Driven Development. SCITEPRESS - Science and and Technology Publications, 2015. http://dx.doi.org/10.5220/0005429005650573.

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Dong, Yunwei, Yuanyuan He, Yin Lu i Hong Ye. "A Model Driven Approach for Device Driver Development". W 2017 IEEE International Conference on Software Quality, Reliability and Security Companion (QRS-C). IEEE, 2017. http://dx.doi.org/10.1109/qrs-c.2017.27.

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"Topological Functioning Model and Services Identification - An Approach for Services Identification from a Topological Functioning Model". W Special Session on Model-Driven Architecture and Modeling-Driven Software Development. SciTePress - Science and and Technology Publications, 2012. http://dx.doi.org/10.5220/0004090702410248.

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Raporty organizacyjne na temat "Model Driven Development"

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DeLoach, Scott A., i Robby. Organization-based Model-driven Development of High-assurance Multiagent Systems. Fort Belvoir, VA: Defense Technical Information Center, luty 2009. http://dx.doi.org/10.21236/ada586694.

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Cleaveland, Rance, Steve Sims, David Hansel i Dan DuVarney. A Software Hub for High Assurance Model-Driven Development and Analysis. Fort Belvoir, VA: Defense Technical Information Center, styczeń 2007. http://dx.doi.org/10.21236/ada475038.

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Peters, Hartmut. Development of a Two-Equation Turbulence Model for Mean Shear- and Internal Wave-Driven Mixing. Fort Belvoir, VA: Defense Technical Information Center, wrzesień 2010. http://dx.doi.org/10.21236/ada542572.

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Benkovitz, C. M. Development and testing of a high-resolution model for tropospheric sulfate driven by observation-derived meteorology. Office of Scientific and Technical Information (OSTI), maj 1994. http://dx.doi.org/10.2172/10165317.

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Wu, S. T., i A. H. Wang. Development of a Data Driven Three-dimensional Magnetohydrodynamic Model With Radiation Effects to Study Photosphere-Coronal Coupling. Fort Belvoir, VA: Defense Technical Information Center, luty 2011. http://dx.doi.org/10.21236/ada563642.

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Huerta, Gabriel. Collaborative Project: The problem of bias in defining uncertainty in computationally enabled strategies for data-driven climate model development. Office of Scientific and Technical Information (OSTI), sierpień 2014. http://dx.doi.org/10.2172/1149493.

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Huerta, Gabriel. Collaborative Project: The problem of bias in defining uncertainty in computationally enabled strategies for data-driven climate model development. Final Technical Report. Office of Scientific and Technical Information (OSTI), maj 2016. http://dx.doi.org/10.2172/1252216.

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Berger, Rutherford C. Foundational Principles in the Development of AdH-SW3, the Three-Dimensional Shallow Water Hydrodynamics and Transport Module within the Adaptive Hydraulics/Hydrology Model. U.S. Army Engineer Research and Development Center, czerwiec 2022. http://dx.doi.org/10.21079/11681/44560.

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This report details the design and development of the three-dimensional shallow water hydrodynamics formulation within the Adaptive Hydraulics/Hydrology model (AdH-SW3) for simulation of flow and transport in rivers, estuaries, reservoirs, and other similar hydrologic environments. The report is intended to communicate principles of the model design for the interested and diligent user. The design relies upon several layers of consistency to produce a stable, accurate, and conservative model. The mesh design can handle rapid changes in bathymetry (e.g., steep-sided navigation channels in estuaries) and maintain accuracy in density-driven transport phenomena (e.g., thermal, or saline stratification and intrusion of salinity).
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Hirami, Naotaka. Working Paper PUEAA No. 2. Green Policy driven activities at Hiroshima University. Universidad Nacional Autónoma de México, Programa Universitario de Estudios sobre Asia y África, 2021. http://dx.doi.org/10.22201/pueaa.002r.2021.

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The University of Hiroshima has decided to focus on how the organization of human societies and the problems generated by these, have impacted the environment, as well as the influence that these should have as factors in the so-called "green policies" in order to create sustainable development. It is through education, mainly in universities, that we seek to create not only awareness but also a research base on which to work and create support and working networks towards the labor and business sectors with an emphasis on environmental care. By creating an intersectional model, the necessary measures for environmental protection can be better understood and applied without neglecting human and economic development, which are equally important for the progress of societies. The activities presented by the University, and that seek to expand to Mexico, are a great opportunity to create such networks in the country and understand the development-environment interrelationship.
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Ringhand, Madlen, Maximilian Bäumler, Christian Siebke, Marcus Mai i Felix Elrod. Report on validation of the stochastic traffic simulation (Part A). Technische Universität Dresden, 2021. http://dx.doi.org/10.26128/2021.242.

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This document is intended to give an overview of the human subject study in a driving simulator that was conducted by the Chair of Traffic and Transportation Psychology (Verkehrspsychologie – VPSY) of the Technische Universität Dresden (TUD) to provide the Chair of Automotive Engineering (Lehrstuhl Kraftfahrzeugtechnik – LKT) of TUD with the necessary input for the validation of a stochastic traffic simulation, especially for the parameterization, consolidation, and validation of driver behaviour models. VPSY planned, conducted, and analysed a driving simulator study. The main purpose of the study was to analyse driving behaviour and gaze data at intersections in urban areas. Based on relevant literature, a simulated driving environment was created, in which a sample of drivers passed a variety of intersections. Considering different driver states, driving tasks, and traffic situations, the collected data provide detailed information about human gaze and driving behaviour when approaching and crossing intersections. The collected data was transferred to LKT for the development of the stochastic traffic simulation.
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