Agent Based Simulation From Modeling Methodologies To Real World Applications

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Agent-Based Simulation: From Modeling Methodologies to Real-World Applications

Takao Terano,Hajime Kita,Toshiyuki Kaneda,Kiyoshi Arai,Hiroshi Deguchi
Agent Based Simulation From Modeling Methodologies to Real World Applications Book PDF

Author : Takao Terano,Hajime Kita,Toshiyuki Kaneda,Kiyoshi Arai,Hiroshi Deguchi
Publisher : Springer Science & Business Media
Page : 259 pages
File Size : 45,9 Mb
Release : 2006-06-18
Category : Political Science
ISBN : 9784431269250

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Agent-Based Simulation: From Modeling Methodologies to Real-World Applications by Takao Terano,Hajime Kita,Toshiyuki Kaneda,Kiyoshi Arai,Hiroshi Deguchi Pdf

Agent-based modeling/simulation is an emerging field that uses bottom-up and experimental analysis in the social sciences. Selected research from that presented at the Third International Workshop on Agent-Based Approaches in Economic and Social Complex Systems 2004, held in May 2004 in Kyoto, Japan, is included in this book. The aim of the workshop was to employ the bottom-up approach to social and economic problems by modeling, simulation, and analysis using a software agent. This research area is an emerging interdisciplinary field among the social sciences and computer science, attracting broad attention because it introduces a simulation-based experimental approach to problems that are becoming increasingly complex in an era of globalization and innovation in information technology. The state-of-the-art research and findings presented in this book will be indispensable tools for anyone involved in this rapidly growing discipline.

Agent-Based Simulation: From Modeling Methodologies to Real-World Applications

Takao Terano,Hajime Kita,Toshiyuki Kaneda,Kiyoshi Arai,Hiroshi Deguchi
Agent Based Simulation From Modeling Methodologies to Real World Applications Book PDF

Author : Takao Terano,Hajime Kita,Toshiyuki Kaneda,Kiyoshi Arai,Hiroshi Deguchi
Publisher : Springer
Page : 250 pages
File Size : 53,9 Mb
Release : 2009-09-03
Category : Business & Economics
ISBN : 4431800263

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Agent-Based Simulation: From Modeling Methodologies to Real-World Applications by Takao Terano,Hajime Kita,Toshiyuki Kaneda,Kiyoshi Arai,Hiroshi Deguchi Pdf

Agent-based modeling/simulation is an emerging field that uses bottom-up and experimental analysis in the social sciences. Selected research from that presented at the Third International Workshop on Agent-Based Approaches in Economic and Social Complex Systems 2004, held in May 2004 in Kyoto, Japan, is included in this book. The aim of the workshop was to employ the bottom-up approach to social and economic problems by modeling, simulation, and analysis using a software agent. This research area is an emerging interdisciplinary field among the social sciences and computer science, attracting broad attention because it introduces a simulation-based experimental approach to problems that are becoming increasingly complex in an era of globalization and innovation in information technology. The state-of-the-art research and findings presented in this book will be indispensable tools for anyone involved in this rapidly growing discipline.

Agent-based Approaches in Economic and Social Complex Systems

Akira Namatame,Takao Terano,Koichi Kurumatani
Agent based Approaches in Economic and Social Complex Systems Book PDF

Author : Akira Namatame,Takao Terano,Koichi Kurumatani
Publisher : IOS Press
Page : 276 pages
File Size : 45,5 Mb
Release : 2002
Category : Artificial intelligence
ISBN : 1586032259

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Agent-based Approaches in Economic and Social Complex Systems by Akira Namatame,Takao Terano,Koichi Kurumatani Pdf

This volume explores the field of artificial intelligence and features in-depth coverage of important theoretical areas including computational organization, computational economics, computational approaches in social science, and game theory. The conception of the multi-agent system is particularly attractive, as it promises autonomy based on the conceptual speciality of a rational agent as well as collective behaviour through interactions.

Empirical Agent-Based Modelling - Challenges and Solutions

Alexander Smajgl,Olivier Barreteau
Empirical Agent Based Modelling Challenges and Solutions Book PDF

Author : Alexander Smajgl,Olivier Barreteau
Publisher : Springer Science & Business Media
Page : 249 pages
File Size : 40,8 Mb
Release : 2013-09-12
Category : Mathematics
ISBN : 9781461461340

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Empirical Agent-Based Modelling - Challenges and Solutions by Alexander Smajgl,Olivier Barreteau Pdf

This instructional book showcases techniques to parameterise human agents in empirical agent-based models (ABM). In doing so, it provides a timely overview of key ABM methodologies and the most innovative approaches through a variety of empirical applications. It features cutting-edge research from leading academics and practitioners, and will provide a guide for characterising and parameterising human agents in empirical ABM. In order to facilitate learning, this text shares the valuable experiences of other modellers in particular modelling situations. Very little has been published in the area of empirical ABM, and this contributed volume will appeal to graduate-level students and researchers studying simulation modeling in economics, sociology, ecology, and trans-disciplinary studies, such as topics related to sustainability. In a similar vein to the instruction found in a cookbook, this text provides the empirical modeller with a set of 'recipes' ready to be implemented. Agent-based modeling (ABM) is a powerful, simulation-modeling technique that has seen a dramatic increase in real-world applications in recent years. In ABM, a system is modeled as a collection of autonomous decision-making entities called “agents.” Each agent individually assesses its situation and makes decisions on the basis of a set of rules. Agents may execute various behaviors appropriate for the system they represent—for example, producing, consuming, or selling. ABM is increasingly used for simulating real-world systems, such as natural resource use, transportation, public health, and conflict. Decision makers increasingly demand support that covers a multitude of indicators that can be effectively addressed using ABM. This is especially the case in situations where human behavior is identified as a critical element. As a result, ABM will only continue its rapid growth. This is the first volume in a series of books that aims to contribute to a cultural change in the community of empirical agent-based modelling. This series will bring together representational experiences and solutions in empirical agent-based modelling. Creating a platform to exchange such experiences allows comparison of solutions and facilitates learning in the empirical agent-based modelling community. Ultimately, the community requires such exchange and learning to test approaches and, thereby, to develop a robust set of techniques within the domain of empirical agent-based modelling. Based on robust and defendable methods, agent-based modelling will become a critical tool for research agencies, decision making and decision supporting agencies, and funding agencies. This series will contribute to more robust and defendable empirical agent-based modelling.

Agent-Based and Individual-Based Modeling

Steven F. Railsback,Volker Grimm
Agent Based and Individual Based Modeling Book PDF

Author : Steven F. Railsback,Volker Grimm
Publisher : Princeton University Press
Page : 358 pages
File Size : 41,9 Mb
Release : 2019-03-26
Category : Science
ISBN : 9780691190839

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Agent-Based and Individual-Based Modeling by Steven F. Railsback,Volker Grimm Pdf

The essential textbook on agent-based modeling—now fully updated and expanded Agent-Based and Individual-Based Modeling has become the standard textbook on the subject for classroom use and self-instruction. Drawing on the latest version of NetLogo and fully updated with new examples, exercises, and an enhanced text for easier comprehension, this is the essential resource for anyone seeking to understand how the dynamics of biological, social, and other complex systems arise from the characteristics of the agents that make up these systems. Steven Railsback and Volker Grimm lead students stepwise through the processes of designing, programming, documenting, and doing scientific research with agent-based models, focusing on the adaptive behaviors that make these models necessary. They cover the fundamentals of modeling and model analysis, introduce key modeling concepts, and demonstrate how to implement them using NetLogo. They also address pattern-oriented modeling, an invaluable strategy for modeling real-world problems and developing theory. This accessible and authoritative book focuses on modeling as a tool for understanding real complex systems. It explains how to pose a specific question, use observations from actual systems to design models, write and test software, and more. A hands-on introduction that guides students from conceptual design to computer implementation to analysis Filled with new examples and exercises and compatible with the latest version of NetLogo Ideal for students and researchers across the natural and social sciences Written by two leading practitioners Supported by extensive instructional materials at www.railsback-grimm-abm-book.com

Agent-based Modeling and Simulation

S. Taylor
Agent based Modeling and Simulation Book PDF

Author : S. Taylor
Publisher : Springer
Page : 314 pages
File Size : 47,6 Mb
Release : 2014-08-27
Category : Business & Economics
ISBN : 9781137453648

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Agent-based Modeling and Simulation by S. Taylor Pdf

Operational Research (OR) deals with the use of advanced analytical methods to support better decision-making. It is multidisciplinary with strong links to management science, decision science, computer science and many application areas such as engineering, manufacturing, commerce and healthcare. In the study of emergent behaviour in complex adaptive systems, Agent-based Modelling & Simulation (ABMS) is being used in many different domains such as healthcare, energy, evacuation, commerce, manufacturing and defense. This collection of articles presents a convenient introduction to ABMS with papers ranging from contemporary views to representative case studies. The OR Essentials series presents a unique cross-section of high quality research work fundamental to understanding contemporary issues and research across a range of Operational Research (OR) topics. It brings together some of the best research papers from the esteemed Operational Research Society and its associated journals, also published by Palgrave Macmillan.

Handbook of Real-World Applications in Modeling and Simulation

John A. Sokolowski,Catherine M. Banks
Handbook of Real World Applications in Modeling and Simulation Book PDF

Author : John A. Sokolowski,Catherine M. Banks
Publisher : John Wiley & Sons
Page : 352 pages
File Size : 41,7 Mb
Release : 2012-04-24
Category : Mathematics
ISBN : 9781118117774

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Handbook of Real-World Applications in Modeling and Simulation by John A. Sokolowski,Catherine M. Banks Pdf

Introduces various modeling and simulation methods and paradigms that are used to explain and solve the predominant challenges facing society Handbook of Real-World Applications in Modeling and Simulation provides a thorough explanation of modeling and simulation in the most useful, current, and predominant applied areas of transportation, homeland security, medicine, operational research, military science, and business modeling. Offering a cutting-edge and accessible presentation, this book discusses how and why the presented domains have become leading applications of modeling and simulation techniques. Contributions from leading academics and researchers integrate modeling and simulation theories, methods, and data to analyze challenges that involve technological and social issues. The book begins with an introduction that explains why modeling and simulation is a reliable analysis assessment tool for complex systems problems. Subsequent chapters provide an orientation to various modeling and simulation methods and paradigms that are used to explain and solve the predominant challenges across real-world applied domains. Additionally, the handbook: Provides a practical one-stop reference on modeling and simulation and contains an accessible introduction to key concepts and techniques Introduces, trains, and prepares readers from statistics, mathematics, engineering, computer science, economics, and business to use modeling and simulation in their studies and research Features case studies that are representative of fundamental areas of multidisciplinary studies and provides a concise look at the key concepts of modeling and simulation Contains a collection of original ideas on modeling and simulation to help academics and practitioners develop a multifunctional perspective Self-contained chapters offer a comprehensive approach to explaining each respective domain and include sections that explore the related history, theory, modeling paradigms, and case studies. Key terms and techniques are clearly outlined, and exercise sets allow readers to test their comprehension of the presented material. Handbook of Real-World Applications in Modeling and Simulation is an essential reference for academics and practitioners in the areas of operations research, business, management science, engineering, statistics, mathematics, and computer science. The handbook is also a suitable supplement for courses on modeling and simulation at the graduate level.

Agent-Based Modelling of Socio-Technical Systems

Koen H. van Dam,Igor Nikolic,Zofia Lukszo
Agent Based Modelling of Socio Technical Systems Book PDF

Author : Koen H. van Dam,Igor Nikolic,Zofia Lukszo
Publisher : Springer Science & Business Media
Page : 268 pages
File Size : 54,8 Mb
Release : 2012-10-08
Category : Computers
ISBN : 9789400749337

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Agent-Based Modelling of Socio-Technical Systems by Koen H. van Dam,Igor Nikolic,Zofia Lukszo Pdf

Decision makers in large scale interconnected network systems require simulation models for decision support. The behaviour of these systems is determined by many actors, situated in a dynamic, multi-actor, multi-objective and multi-level environment. How can such systems be modelled and how can the socio-technical complexity be captured? Agent-based modelling is a proven approach to handle this challenge. This book provides a practical introduction to agent-based modelling of socio-technical systems, based on a methodology that has been developed at TU Delft and which has been deployed in a large number of case studies. The book consists of two parts: the first presents the background, theory and methodology as well as practical guidelines and procedures for building models. In the second part this theory is applied to a number of case studies, where for each model the development steps are presented extensively, preparing the reader for creating own models.

Agent-Based Approaches in Economic and Social Complex Systems V

Takao Terano,Hajime Kita,Shingo Takahashi,Hiroshi Deguchi
Agent Based Approaches in Economic and Social Complex Systems V Book PDF

Author : Takao Terano,Hajime Kita,Shingo Takahashi,Hiroshi Deguchi
Publisher : Springer Science & Business Media
Page : 289 pages
File Size : 43,8 Mb
Release : 2009-04-14
Category : Social Science
ISBN : 9784431874355

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Agent-Based Approaches in Economic and Social Complex Systems V by Takao Terano,Hajime Kita,Shingo Takahashi,Hiroshi Deguchi Pdf

Agent-based modeling/simulation is an emergent approach to the analysis of social and economic systems. It provides a bottom-up experimental method to be applied to social sciences such as economics, management, sociology, and politics as well as some engineering fields dealing with social activities. This book includes selected papers presented at the Fifth International Workshop on Agent-Based Approaches in Economic and Social Complex Systems held in Tokyo in 2007. It contains two invited papers given as the plenary and invited talks in the workshop and 21 papers presented in the six regular sessions: Organization and Management; Fundamentals of Agent-Based and Evolutionary Approaches; Production, Services and Urban Systems; Agent-Based Approaches to Social Systems; and Market and Economics I and II. The research presented here shows the state of the art in this rapidly growing field.

An Introduction to Agent-Based Modeling

Uri Wilensky,William Rand
An Introduction to Agent Based Modeling Book PDF

Author : Uri Wilensky,William Rand
Publisher : MIT Press
Page : 505 pages
File Size : 51,9 Mb
Release : 2015-04-17
Category : Computers
ISBN : 9780262328135

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An Introduction to Agent-Based Modeling by Uri Wilensky,William Rand Pdf

A comprehensive and hands-on introduction to the core concepts, methods, and applications of agent-based modeling, including detailed NetLogo examples. The advent of widespread fast computing has enabled us to work on more complex problems and to build and analyze more complex models. This book provides an introduction to one of the primary methodologies for research in this new field of knowledge. Agent-based modeling (ABM) offers a new way of doing science: by conducting computer-based experiments. ABM is applicable to complex systems embedded in natural, social, and engineered contexts, across domains that range from engineering to ecology. An Introduction to Agent-Based Modeling offers a comprehensive description of the core concepts, methods, and applications of ABM. Its hands-on approach—with hundreds of examples and exercises using NetLogo—enables readers to begin constructing models immediately, regardless of experience or discipline. The book first describes the nature and rationale of agent-based modeling, then presents the methodology for designing and building ABMs, and finally discusses how to utilize ABMs to answer complex questions. Features in each chapter include step-by-step guides to developing models in the main text; text boxes with additional information and concepts; end-of-chapter explorations; and references and lists of relevant reading. There is also an accompanying website with all the models and code.

Interacting Complexities of Herds and Social Organizations

Stanislaw Raczynski
Interacting Complexities of Herds and Social Organizations Book PDF

Author : Stanislaw Raczynski
Publisher : Springer Nature
Page : 150 pages
File Size : 52,6 Mb
Release : 2019-09-05
Category : Social Science
ISBN : 9789811393372

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Interacting Complexities of Herds and Social Organizations by Stanislaw Raczynski Pdf

This book presents examples of and the latest simulation studies on artificial societies and populations, highlighting innovative implementations of various models of artificial societies and populations using a new, C++-related simulation tool. It demonstrates that the prey-predator models—including spatial distribution, moving patterns, limited renewable food, fear, gregarious (herd) instinct, clustering, epidemics, and competition—are more complex than other publications have suggested, and highlights the great discrepancy between agent-based and conventional continuous models. The book also discusses the modeling and simulation of self-organization and interactions between organizations, including terror organizations, offering fascinating insights into organizational dynamics. The book provides a broad range of examples and comparisons with the classical dynamics approach, showing readers how to construct models of complex systems. It starts with descriptions of the behavior of interacting individuals and also includes important information on the macro-behavior of the whole system.

Catastrophes and Unexpected Behavior Patterns in Complex Artificial Populations

Stanislaw Raczynski
Catastrophes and Unexpected Behavior Patterns in Complex Artificial Populations Book PDF

Author : Stanislaw Raczynski
Publisher : Springer Nature
Page : 190 pages
File Size : 51,7 Mb
Release : 2021-07-05
Category : Business & Economics
ISBN : 9789811625749

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Catastrophes and Unexpected Behavior Patterns in Complex Artificial Populations by Stanislaw Raczynski Pdf

A major objective of this monograph is to present an agent-based simulation of artificial populations. The focus is on possible unexpected or catastrophic events that may spontaneously appear in simulations. A short recall of the tenets of the theory of catastrophes is given. Several examples of artificial society simulations are provided as the main topic of the book. With agent-based modeling, possible catastrophes and unexpected events in artificial populations are simulated. The book presents a new modeling and simulation tool, applied to social system simulation. The models are coded in the object- and agent-oriented language Bluesss (Blues Simulation System), related to the C++ language. The program code consists of a series of generic declarations of processes. Each of them includes a number of events that are coded in C++. At the runtime, a population of objects is generated. All the objects (agents) start to execute their own events, and interact with one another. During the simulations it is possible to observe the macro-behavior of the population, where some unexpected or "catastrophic" events occur. The examples include a stock market crash, catastrophes in extended prey–predator systems, growing organisms and cancer, epidemics, social inequality and economic decay, mass-service systems, and more. Remarks on possible simultaneous events are also included.

Agent-Based Simulation of Vulnerability Dynamics

Cilli Sobiech
Agent Based Simulation of Vulnerability Dynamics Book PDF

Author : Cilli Sobiech
Publisher : Springer Science & Business Media
Page : 232 pages
File Size : 53,9 Mb
Release : 2012-10-10
Category : Nature
ISBN : 9783642323652

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Agent-Based Simulation of Vulnerability Dynamics by Cilli Sobiech Pdf

This thesis constitutes an extraordinary innovative research approach in transferring the concepts and methods of complex systems to risk research. It ambitiously bridges the barriers between theoretical, empirical and methodical research work and integrates these fields into one comprehensive approach of dealing with uncertainty in socio-ecological systems. The developed agent-based simulation aims at the dynamics of social vulnerability in the considered system of the German North Sea Coast. Thus, the social simulation provides an analytical method to explore the individual, relational, and spatial aspects leading to dynamics of vulnerability in society. Combining complexity science and risk research by the method of agent-based simulation hereby emphasizes the importance of understanding interrelations inside the system for the system's development, i.e. for the evolving. Based on a vulnerability assessment regarding vulnerability characteristics, present risk behavior and self-protection preferences of private households against the impacts of flooding and storm surges, possible system trajectories could be explored by means of simulation experiments. The system-analytical approach therefore contributes to an integrated consideration of multi-dimensional and context-sensitv social phenomena such as vulnerability. Furthermore it achieves conceptually and strategically relevant implications for risk research and complex systems research.

Models for Research and Understanding

Stanislaw Raczynski
Models for Research and Understanding Book PDF

Author : Stanislaw Raczynski
Publisher : Springer Nature
Page : 286 pages
File Size : 54,5 Mb
Release : 2023-01-01
Category : Computers
ISBN : 9783031119262

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Models for Research and Understanding by Stanislaw Raczynski Pdf

This introductory textbook/reference addresses the fundamental and mostly applied kinds of models. The focus is on models of dynamic systems that move and change over time. However, the work also proposes new methods of uncertainty treatment, offering supporting examples. Topics and features: Chapters suitable for textbook use in teaching modeling and simulation Includes sections of questions and answers, helpful in didactic work Proposes new methodology in addition to examining conventional approaches Offers some cognitive, more abstract models to give a wider insight on model building The book’s readership may consist of researchers working on multidisciplinary problems, as well educators and students. It may be used while teaching computer simulation, applied mathematics, system analysis and system dynamics.

Agent-Based Approaches in Economic and Social Complex Systems VI

Shu-Heng Chen,Takao Terano,Ryuichi Yamamoto
Agent Based Approaches in Economic and Social Complex Systems VI Book PDF

Author : Shu-Heng Chen,Takao Terano,Ryuichi Yamamoto
Publisher : Springer Science & Business Media
Page : 202 pages
File Size : 42,7 Mb
Release : 2011-01-12
Category : Social Science
ISBN : 9784431539070

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Agent-Based Approaches in Economic and Social Complex Systems VI by Shu-Heng Chen,Takao Terano,Ryuichi Yamamoto Pdf

Agent-based modeling/simulation is an emergent approach to the analysis of social and economic systems. It provides a bottom-up experimental method to be applied to social sciences such as economics, management, sociology, and politics as well as some engineering fields dealing with social activities. This book includes selected papers presented at the Sixth International Workshop on Agent-Based Approaches in Economic and Social Complex Systems held in Taipei in 2009. We have 39 presentations in the conference, and 14 papers are selected to be included in this volume. These 14 papers are then grouped into six parts: Agent-based financial markets; Financial forecasting and investment; Cognitive modeling of agents; Complexity and policy analysis; Agent-based modeling of good societies; and Miscellany. The research presented here shows the state of the art in this rapidly growing field.