Design Of Agent Based Models

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Design of Agent-based Models

Tomáš Šalamon
Design of Agent based Models Book PDF

Author : Tomáš Šalamon
Publisher : Tomáš Bruckner
Page : 220 pages
File Size : 44,7 Mb
Release : 2011
Category : Computers
ISBN : 9788090466111

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Design of Agent-based Models by Tomáš Šalamon Pdf

Although there are plenty of publications dealing with the theory of multi-agent systems and agent-based simulations, information about the practical development of such systems is scarce. The aim of this book is to fill this empty space and to provide knowledge about design and development of agent-based simulations in an easy and comprehensible way. The book begins with the fundamentals of multi-agent systems, agent principles and their interaction, and goes on to discuss the philosophy of agent-based programming. Agent-based models - like any other scientific method - have drawbacks and limitations, which are presented in the book as well. The main portion of the text is then devoted to a description of methodology and best practices for the design and development of agent-based simulation software. The methodology (called Agentology) guides the reader through the entire development process, from the formal definition of the problem, through conceptual modeling and the selection of the particular development platform, to the programming and debugging of the code itself and the final assessment of the model. The visual language as the means of representation of the conceptual model is included. The reader is also presented with a comparison of present multi-agent development environments and tools, which could be helpful for the selection of appropriate development instruments. Given that the theoretical foundation is presented in an accessible way and supported by many practical examples, figures, schemes and source codes, this publication is especially suitable as a textbook for introductory graduate-level courses on multi-agent systems and agent-based modeling. Besides appealing to students and the scientific community, the monograph can aid software architects and developers who are not familiar with agent principles, conveying valuable insights into this distinct computer paradigm.

Agent-Based Models

Nigel Gilbert
Agent Based Models Book PDF

Author : Nigel Gilbert
Publisher : SAGE Publications
Page : 129 pages
File Size : 54,6 Mb
Release : 2019-11-15
Category : Reference
ISBN : 9781506355597

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Agent-Based Models by Nigel Gilbert Pdf

The second edition of this popular book introduces agent-based modeling, an increasingly popular approach enabling researchers to build models where individual entities and their interactions are directly represented.

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 : 48,8 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

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 : 55,8 Mb
Release : 2015-04-03
Category : Computers
ISBN : 9780262731898

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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.

Agent-Based Models of Geographical Systems

Alison J. Heppenstall,Andrew T. Crooks,Linda M. See,Michael Batty
Agent Based Models of Geographical Systems Book PDF

Author : Alison J. Heppenstall,Andrew T. Crooks,Linda M. See,Michael Batty
Publisher : Springer Science & Business Media
Page : 747 pages
File Size : 47,7 Mb
Release : 2011-11-24
Category : Social Science
ISBN : 9789048189274

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Agent-Based Models of Geographical Systems by Alison J. Heppenstall,Andrew T. Crooks,Linda M. See,Michael Batty Pdf

This unique book brings together a comprehensive set of papers on the background, theory, technical issues and applications of agent-based modelling (ABM) within geographical systems. This collection of papers is an invaluable reference point for the experienced agent-based modeller as well those new to the area. Specific geographical issues such as handling scale and space are dealt with as well as practical advice from leading experts about designing and creating ABMs, handling complexity, visualising and validating model outputs. With contributions from many of the world’s leading research institutions, the latest applied research (micro and macro applications) from around the globe exemplify what can be achieved in geographical context. This book is relevant to researchers, postgraduate and advanced undergraduate students, and professionals in the areas of quantitative geography, spatial analysis, spatial modelling, social simulation modelling and geographical information sciences.

Agent-Based Models

Nigel Gilbert
Agent Based Models Book PDF

Author : Nigel Gilbert
Publisher : SAGE
Page : 113 pages
File Size : 53,9 Mb
Release : 2008
Category : Computers
ISBN : 9781412949644

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Agent-Based Models by Nigel Gilbert Pdf

Aimed at readers with minimal experience in computer programming, this brief book provides a theoretical and methodological rationale for using ABM in the social sciences. It goes on to describe some carefully chosen examples from different disciplines, illustrating different approaches to ABM. It concludes with practical advice about how to design and create ABM, a discussion of validation procedures, and some guidelines about publishing articles based on ABM.

Agent-Based Modelling in Economics

Lynne Hamill,Nigel Gilbert
Agent Based Modelling in Economics Book PDF

Author : Lynne Hamill,Nigel Gilbert
Publisher : John Wiley & Sons
Page : 256 pages
File Size : 42,7 Mb
Release : 2016-01-19
Category : Social Science
ISBN : 9781118456071

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Agent-Based Modelling in Economics by Lynne Hamill,Nigel Gilbert Pdf

Agent-based modelling in economics Lynne Hamill and Nigel Gilbert, Centre for Research in Social Simulation (CRESS), University of Surrey, UK New methods of economic modelling have been sought as a result of the global economic downturn in 2008.This unique book highlights the benefits of an agent-based modelling (ABM) approach. It demonstrates how ABM can easily handle complexity: heterogeneous people, households and firms interacting dynamically. Unlike traditional methods, ABM does not require people or firms to optimise or economic systems to reach equilibrium. ABM offers a way to link micro foundations directly to the macro situation. Key features: Introduces the concept of agent-based modelling and shows how it differs from existing approaches. Provides a theoretical and methodological rationale for using ABM in economics, along with practical advice on how to design and create the models. Each chapter starts with a short summary of the relevant economic theory and then shows how to apply ABM. Explores both topics covered in basic economics textbooks and current important policy themes; unemployment, exchange rates, banking and environmental issues. Describes the models in pseudocode, enabling the reader to develop programs in their chosen language. Supported by a website featuring the NetLogo models described in the book. Agent-based Modelling in Economics provides students and researchers with the skills to design, implement, and analyze agent-based models. Third year undergraduate, master and doctoral students, faculty and professional economists will find this book an invaluable resource.

Agent-based Modeling and Simulation

S. Taylor
Agent based Modeling and Simulation Book PDF

Author : S. Taylor
Publisher : Springer
Page : 223 pages
File Size : 45,8 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.

Assessing the Use of Agent-Based Models for Tobacco Regulation

Institute of Medicine,Board on Population Health and Public Health Practice,Committee on the Assessment of Agent-Based Models to Inform Tobacco Product Regulation
Assessing the Use of Agent Based Models for Tobacco Regulation Book PDF

Author : Institute of Medicine,Board on Population Health and Public Health Practice,Committee on the Assessment of Agent-Based Models to Inform Tobacco Product Regulation
Publisher : National Academies Press
Page : 290 pages
File Size : 42,9 Mb
Release : 2015-07-17
Category : Medical
ISBN : 9780309317252

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Assessing the Use of Agent-Based Models for Tobacco Regulation by Institute of Medicine,Board on Population Health and Public Health Practice,Committee on the Assessment of Agent-Based Models to Inform Tobacco Product Regulation Pdf

Tobacco consumption continues to be the leading cause of preventable disease and death in the United States. The Food and Drug Administration (FDA) regulates the manufacture, distribution, and marketing of tobacco products - specifically cigarettes, cigarette tobacco, roll-your-own tobacco, and smokeless tobacco - to protect public health and reduce tobacco use in the United States. Given the strong social component inherent to tobacco use onset, cessation, and relapse, and given the heterogeneity of those social interactions, agent-based models have the potential to be an essential tool in assessing the effects of policies to control tobacco. Assessing the Use of Agent-Based Models for Tobacco Regulation describes the complex tobacco environment; discusses the usefulness of agent-based models to inform tobacco policy and regulation; presents an evaluation framework for policy-relevant agent-based models; examines the role and type of data needed to develop agent-based models for tobacco regulation; provides an assessment of the agent-based model developed for FDA; and offers strategies for using agent-based models to inform decision making in the future.

X-Machines for Agent-Based Modeling

Mariam Kiran
X Machines for Agent Based Modeling Book PDF

Author : Mariam Kiran
Publisher : CRC Press
Page : 313 pages
File Size : 52,7 Mb
Release : 2017-08-30
Category : Computers
ISBN : 9781315353586

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X-Machines for Agent-Based Modeling by Mariam Kiran Pdf

From the Foreword: "This book exemplifies one of the most successful approaches to modeling and simulating [the] new generation of complex systems. FLAME was designed to make the building of large scale complex systems models straightforward and the simulation code that it generates is highly efficient and can be run on any modern technology. FLAME was the first such platform that ran efficiently on high performance parallel computers and a version for GPU technology is also available. At its heart, and the reason why it is so efficient and robust, is the use of a powerful computational model ‘Communicating X-machines’ which is general enough to cope with most types of modelling problems. As well as being increasingly important in academic research, FLAME is now being applied in industry in many different application areas. This book describes the basics of FLAME and is illustrated with numerous examples." —Professor Mike Holcombe, University of Sheffield, UK Agent-based models have shown applications in various fields such as biology, economics, and social science. Over the years, multiple agent-based modeling frameworks have been produced, allowing experts with non-computing background to easily write and simulate their models. However, most of these models are limited by the capability of the framework, the time it takes for a simulation to finish, or how to handle the massive amounts of data produced. FLAME (Flexible Large-scale Agent-based Modeling Environment) was produced and developed through the years to address these issues. This book contains a comprehensive summary of the field, covers the basics of FLAME, and shows how concepts of X-machines, can be stretched across multiple fields to produce agent models. It has been written with several audiences in mind. First, it is organized as a collection of models, with detailed descriptions of how models can be designed, especially for beginners. A number of theoretical aspects of software engineering and how they relate to agent-based models are discussed for students interested in software engineering and parallel computing. Finally, it is intended as a guide to developers from biology, economics, and social science, who want to explore how to write agent-based models for their research area. By working through the model examples provided, anyone should be able to design and build agent-based models and deploy them. With FLAME, they can easily increase the agent number and run models on parallel computers, in order to save on simulation complexity and waiting time for results. Because the field is so large and active, the book does not aim to cover all aspects of agent-based modeling and its research challenges. The models are presented to show researchers how they can build complex agent functions for their models. The book demonstrates the advantage of using agent-based models in simulation experiments, providing a case to move away from differential equations and build more reliable, close to real, models. The Open Access version of this book, available at https://doi.org/10.1201/9781315370729, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives 4.0 license.

Spatial Agent-Based Simulation Modeling in Public Health

S. M. Niaz Arifin,Gregory R. Madey,Frank H. Collins
Spatial Agent Based Simulation Modeling in Public Health Book PDF

Author : S. M. Niaz Arifin,Gregory R. Madey,Frank H. Collins
Publisher : John Wiley & Sons
Page : 321 pages
File Size : 46,5 Mb
Release : 2016-04-11
Category : Medical
ISBN : 9781118964354

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Spatial Agent-Based Simulation Modeling in Public Health by S. M. Niaz Arifin,Gregory R. Madey,Frank H. Collins Pdf

Presents an overview of the complex biological systems used within a global public health setting and features a focus on malaria analysis Bridging the gap between agent-based modeling and simulation (ABMS) and geographic information systems (GIS), Spatial Agent-Based Simulation Modeling in Public Health: Design, Implementation, and Applications for Malaria Epidemiology provides a useful introduction to the development of agent-based models (ABMs) by following a conceptual and biological core model of Anopheles gambiae for malaria epidemiology. Using spatial ABMs, the book includes mosquito (vector) control interventions and GIS as two example applications of ABMs, as well as a brief description of epidemiology modeling. In addition, the authors discuss how to most effectively integrate spatial ABMs with a GIS. The book concludes with a combination of knowledge from entomological, epidemiological, simulation-based, and geo-spatial domains in order to identify and analyze relationships between various transmission variables of the disease. Spatial Agent-Based Simulation Modeling in Public Health: Design, Implementation, and Applications for Malaria Epidemiology also features: Location-specific mosquito abundance maps that play an important role in malaria control activities by guiding future resource allocation for malaria control and identifying hotspots for further investigation Discussions on the best modeling practices in an effort to achieve improved efficacy, cost-effectiveness, ecological soundness, and sustainability of vector control for malaria An overview of the various ABMs, GIS, and spatial statistical methods used in entomological and epidemiological studies, as well as the model malaria study A companion website with computer source code and flowcharts of the spatial ABM and a landscape generator tool that can simulate landscapes with varying spatial heterogeneity of different types of resources including aquatic habitats and houses Spatial Agent-Based Simulation Modeling in Public Health: Design, Implementation, and Applications for Malaria Epidemiology is an excellent reference for professionals such as modeling and simulation experts, GIS experts, spatial analysts, mathematicians, statisticians, epidemiologists, health policy makers, as well as researchers and scientists who use, manage, or analyze infectious disease data and/or infectious disease-related projects. The book is also ideal for graduate-level courses in modeling and simulation, bioinformatics, biostatistics, public health and policy, and epidemiology.

Agent-based Models

Nigel Gilbert
Agent based Models Book PDF

Author : Nigel Gilbert
Publisher : Unknown
Page : 112 pages
File Size : 48,9 Mb
Release : 2020
Category : Multiagent systems
ISBN : 1506355587

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Agent-based Models by Nigel Gilbert Pdf

Agent-based simulation has become increasingly popular as a modeling approach in the social sciences because it enables researchers to build models where individual entities and their interactions are directly represented. The Second Edition of Nigel Gilbert's Agent-Based Models introduces this technique; considers a range of methodological and theoretical issues; shows how to design an agent-based model, with a simple example; offers some practical advice about developing, verifying and validating agent-based models; and finally discusses how to plan an agent-based modelling project, publish the results and apply agent-based modeling to formulate and evaluate social and economic policies. An accompanying simulation using NetLogo and commentary on the program can be downloaded on the book's website: https://study.sagepub.com/researchmethods/qass/gilbert-agent-based-models-2e.

Agent-Based Modeling of Sustainable Behaviors

Amparo Alonso-Betanzos,Noelia Sánchez-Maroño,Oscar Fontenla-Romero,J. Gary Polhill,Tony Craig,Javier Bajo,Juan Manuel Corchado
Agent Based Modeling of Sustainable Behaviors Book PDF

Author : Amparo Alonso-Betanzos,Noelia Sánchez-Maroño,Oscar Fontenla-Romero,J. Gary Polhill,Tony Craig,Javier Bajo,Juan Manuel Corchado
Publisher : Springer
Page : 257 pages
File Size : 51,7 Mb
Release : 2017-01-06
Category : Social Science
ISBN : 9783319463315

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Agent-Based Modeling of Sustainable Behaviors by Amparo Alonso-Betanzos,Noelia Sánchez-Maroño,Oscar Fontenla-Romero,J. Gary Polhill,Tony Craig,Javier Bajo,Juan Manuel Corchado Pdf

Using the O.D.D. (Overview, Design concepts, Detail) protocol, this title explores the role of agent-based modeling in predicting the feasibility of various approaches to sustainability. The chapters incorporated in this volume consist of real case studies to illustrate the utility of agent-based modeling and complexity theory in discovering a path to more efficient and sustainable lifestyles. The topics covered within include: households' attitudes toward recycling, designing decision trees for representing sustainable behaviors, negotiation-based parking allocation, auction-based traffic signal control, and others. This selection of papers will be of interest to social scientists who wish to learn more about agent-based modeling as well as experts in the field of agent-based modeling.

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 : 43,8 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 Modelling in Population Studies

André Grow,Jan Van Bavel
Agent Based Modelling in Population Studies Book PDF

Author : André Grow,Jan Van Bavel
Publisher : Springer
Page : 513 pages
File Size : 44,9 Mb
Release : 2016-08-11
Category : Social Science
ISBN : 9783319322834

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Agent-Based Modelling in Population Studies by André Grow,Jan Van Bavel Pdf

This book examines the use of agent-based modelling (ABM) in population studies, from concepts to applications, best practices to future developments. It features papers written by leading experts in the field that will help readers to better understand the usefulness of ABM for population projections, how ABM can be injected with empirical data to achieve a better match between model and reality, how geographic information can be fruitfully used in ABM, and how ABM results can be reported effectively and correctly. Coverage ranges from detailing the relation between ABM and existing paradigms in population studies to infusing agent-based models with empirical data. The papers show the benefits that ABM offers the field, including enhanced theory formation by better linking the micro level with the macro level, the ability to represent populations more adequately as complex systems, and the possibility to study rare events and the implications of alternative mechanisms in artificial laboratories. In addition, readers will discover guidelines and best practices with detailed examples of how to apply agent-based models in different areas of population research, including human mating behaviour, migration, and socio-structural determinants of health behaviours. Earlier versions of the papers in this book have been presented at the workshop “Recent Developments and Future Directions in Agent-Based Modelling in Population Studies,” which took place at the University of Leuven (KU Leuven), Belgium, in September 2014. The book will contribute to the development of best practices in the field and will provide a solid point of reference for scholars who want to start using agent-based modelling in their own research.