modelling and simulation exploring dynamic system behaviour simulation foundations methods and applications

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Modelling And Simulation

Author : Louis G. Birta
ISBN : 9781447127833
Genre : Computers
File Size : 78. 38 MB
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This textbook presents a practical introduction to the fundamental aspects of modelling and simulation. It provides the necessary foundations both for those wishing to learn about this methodology and also for those who have a need to apply it in their work. Illustrative examples are drawn from projects formulated within the domains of both DEDS and CTDS. Features: presents a project-oriented perspective; describes an activity-based conceptual modelling framework (ABCmod) for DEDS; includes a new chapter that presents a novel world view, the Activity-Object world view, which eases the translation of a conceptual model specification in the ABCmod framework into a simulation program; contains numerous illustrative examples, useful algorithms, exercises and projects; includes a primer on probability, a concise guide to the GPSS programming environment and an overview of relevant MATLAB features in the appendices; provides supplementary software and teaching support material at an associated website.

Concepts And Methodologies For Modeling And Simulation

Author : Levent Yilmaz
ISBN : 9783319150963
Genre : Computers
File Size : 67. 48 MB
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This comprehensive text presents cutting-edge advances in the theory and methodology of modeling and simulation (M&S) and reveals how this work has been influenced by the fundamental contributions of Prof. Tuncer Ören to this field. Exploring the synergies among the domains of M&S and systems engineering (SE), the book describes how M&S and SE can help to address the complex problems identified as “Grand Challenges” more effectively under a model-driven and simulation-directed systems engineering framework. Features: examines frameworks for the development of advanced simulation methodologies; presents a focus on advanced modeling methodologies; reviews the reliability and quality assurance of models; discusses the specification and simulation of human and social behavior, including models of personality, emotions, conflict management, perception and anticipation; provides a survey of the body of knowledge in M&S; highlights the foundations established by the pioneering work of Prof. Tuncer Ören.

Spatial Simulation

Author : David O'Sullivan
ISBN : 9781118527078
Genre : Technology & Engineering
File Size : 49. 70 MB
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A ground-up approach to explaining dynamic spatial modelling for an interdisciplinary audience. Across broad areas of the environmental and social sciences, simulation models are an important way to study systems inaccessible to scientific experimental and observational methods, and also an essential complement to those more conventional approaches. The contemporary research literature is teeming with abstract simulation models whose presentation is mathematically demanding and requires a high level of knowledge of quantitative and computational methods and approaches. Furthermore, simulation models designed to represent specific systems and phenomena are often complicated, and, as a result, difficult to reconstruct from their descriptions in the literature. This book aims to provide a practical and accessible account of dynamic spatial modelling, while also equipping readers with a sound conceptual foundation in the subject, and a useful introduction to the wide-ranging literature. Spatial Simulation: Exploring Pattern and Process is organised around the idea that a small number of spatial processes underlie the wide variety of dynamic spatial models. Its central focus on three ‘building-blocks’ of dynamic spatial models – forces of attraction and segregation, individual mobile entities, and processes of spread – guides the reader to an understanding of the basis of many of the complicated models found in the research literature. The three building block models are presented in their simplest form and are progressively elaborated and related to real world process that can be represented using them. Introductory chapters cover essential background topics, particularly the relationships between pattern, process and spatiotemporal scale. Additional chapters consider how time and space can be represented in more complicated models, and methods for the analysis and evaluation of models. Finally, the three building block models are woven together in a more elaborate example to show how a complicated model can be assembled from relatively simple components. To aid understanding, more than 50 specific models described in the book are available online at patternandprocess.org for exploration in the freely available Netlogo platform. This book encourages readers to develop intuition for the abstract types of model that are likely to be appropriate for application in any specific context. Spatial Simulation: Exploring Pattern and Process will be of interest to undergraduate and graduate students taking courses in environmental, social, ecological and geographical disciplines. Researchers and professionals who require a non-specialist introduction will also find this book an invaluable guide to dynamic spatial simulation.

Theory Of Modeling And Simulation

Author : Bernard P. Zeigler
ISBN : 0127784551
Genre : Computers
File Size : 20. 74 MB
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The increased computational power and software tools available to engineers have increased the use and dependence on modeling and computer simulation throughout the design process. These tools have given engineers the capability of designing highly complex systems and computer architectures that were previously unthinkable. Every complex design project, from integrated circuits, to aerospace vehicles, to industrial manufacturing processes requires these new methods. This book fulfills the essential need of system and control engineers at all levels in understanding modeling and simulation. This book, written as a true text/reference has become a standard sr./graduate level course in all EE departments worldwide and all professionals in this area are required to update their skills. The book provides a rigorous mathematical foundation for modeling and computer simulation. It provides a comprehensive framework for modeling and simulation integrating the various simulation approaches. It covers model formulation, simulation model execution, and the model building process with its key activities model abstraction and model simplification, as well as the organization of model libraries. Emphasis of the book is in particular in integrating discrete event and continuous modeling approaches as well as a new approach for discrete event simulation of continuous processes. The book also discusses simulation execution on parallel and distributed machines and concepts for simulation model realization based on the High Level Architecture (HLA) standard of the Department of Defense. * Presents a working foundation necessary for compliance with High Level Architecture (HLA) standards * Provides a comprehensive framework for continuous and discrete event modeling and simulation * Explores the mathematical foundation of simulation modeling * Discusses system morphisms for model abstraction and simplification * Presents a new approach to discrete event simulation of continuous processes * Includes parallel and distributed simulation of discrete event models * Presentation of a concept to achieve simulator interoperability in the form of the DEVS-Bus

Modeling And Simulation Fundamentals

Author : John A. Sokolowski
ISBN : 0470590610
Genre : Mathematics
File Size : 36. 82 MB
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An insightful presentation of the key concepts, paradigms, and applications of modeling and simulation Modeling and simulation has become an integral part of research and development across many fields of study, having evolved from a tool to a discipline in less than two decades. Modeling and Simulation Fundamentals offers a comprehensive and authoritative treatment of the topic and includes definitions, paradigms, and applications to equip readers with the skills needed to work successfully as developers and users of modeling and simulation. Featuring contributions written by leading experts in the field, the book's fluid presentation builds from topic to topic and provides the foundation and theoretical underpinnings of modeling and simulation. First, an introduction to the topic is presented, including related terminology, examples of model development, and various domains of modeling and simulation. Subsequent chapters develop the necessary mathematical background needed to understand modeling and simulation topics, model types, and the importance of visualization. In addition, Monte Carlo simulation, continuous simulation, and discrete event simulation are thoroughly discussed, all of which are significant to a complete understanding of modeling and simulation. The book also features chapters that outline sophisticated methodologies, verification and validation, and the importance of interoperability. A related FTP site features color representations of the book's numerous figures. Modeling and Simulation Fundamentals encompasses a comprehensive study of the discipline and is an excellent book for modeling and simulation courses at the upper-undergraduate and graduate levels. It is also a valuable reference for researchers and practitioners in the fields of computational statistics, engineering, and computer science who use statistical modeling techniques.

Simulation For The Social Scientist

Author : Gilbert, Nigel
ISBN : 0335216005
Genre : Social Science
File Size : 80. 52 MB
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Social sciences -- Simulation methods. Social interaction -- Computer simulation. Social sciences -- Mathematical models. (publisher)

Interactive Modeling And Simulation In Business System Design

Author : Ella Roubtsova
ISBN : 9783319151021
Genre : Computers
File Size : 51. 33 MB
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This classroom-texted textbook/reference presents a set of useful modeling techniques, describing how these can be combined into a powerful framework for the analysis and design of business systems. These techniques follow an interactive modeling and simulation (IMS) approach, enabling the modeling and simulation of separate parts of the system at different levels of abstraction, and the composition of these parts in a flexible crosscutting manner that preserves the behavior of the individual parts. Topics and features: presents a detailed introduction to the foundations of IMS for business system design, covering protocol modeling and goal modeling semantics; describes the practical application of IMS for business system design, illustrated by a selection of useful case studies; highlights the advantages of this approach to IMS for business system design, with a focus on performance management, motivation modeling, and communication; includes review questions and exercises at the end of each chapter.

Business Dynamics With Cd

Author : Sterman
ISBN : 0071068120
Genre :
File Size : 87. 24 MB
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Microsimulation As A Tool For The Evaluation Of Public Policies

Author : Amedeo Spadaro
ISBN : 9788496515178
Genre : Economic policy
File Size : 20. 9 MB
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Esta publicación recoge las contribuciones de los expertos que participaron en el encuentro internacional del mismo nombre, celebrado con el apoyo de la Fundación BBVA. Durante este encuentro, se presentó el SimFundaciónBBVA, un modelo de microsimulación capaz de anticipar los efectos sobre la población española de los posibles cambios en el sistema fiscal -particularmente, en el impuesto sobre la renta-, al que, en la actualidad, se puede acceder libremente desde la página web de la Fundación (www.fbbva.es). En este libro se explican los fundamentos teóricos de la microsimulación como técnica microeconométrica de evaluación de las políticas públicas. Basadas en la representación del comportamiento de los individuos frente a cambios reales o hipotéticos en su entorno económico e institucional, las técnicas de microsimulación se realizan con modelos de alta precisión y exactitud, y permiten predecir el impacto que una política determinada ejercerá sobre una muestra de individuos, familias o empresas representativa de la población total. Asimismo, se ilustran varias aplicaciones de modelos desarrollados en España, Italia y Noruega; en las áreas sanitaria, energética, fiscal y agrícola; en el comercio internacional e, incluso, como instrumento para determinar políticas de lucha contra la pobreza a nivel supranacional. Los modelos de microsimulación, al permitir evaluar ex-ante diferentes escenarios, pueden contribuir a mejorar el diseño y la eficacia de las políticas públicas, así como a facilitar la toma de decisiones en áreas fundamentales.

Adaptation In Natural And Artificial Systems

Author : John Henry Holland
ISBN : 0262581116
Genre : Psychology
File Size : 47. 82 MB
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List of figures. Preface to the 1992 edition. Preface. The general setting. A formal framework. lustrations. Schemata. The optimal allocation of trials. Reproductive plans and genetic operators. The robustness of genetic plans. Adaptation of codings and representations. An overview. Interim and prospectus. Glossary of important symbols.

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