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

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Publisher : Springer Science & Business Media
ISBN 13 : 9784431265924
Total Pages : 270 pages
Book Rating : 4.2/5 (659 download)

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Book Synopsis Agent-Based Simulation: From Modeling Methodologies to Real-World Applications by : Takao Terano

Download or read book Agent-Based Simulation: From Modeling Methodologies to Real-World Applications written by Takao Terano and published by Springer Science & Business Media. This book was released on 2005-08-03 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 4431269258
Total Pages : 259 pages
Book Rating : 4.4/5 (312 download)

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Book Synopsis Agent-Based Simulation: From Modeling Methodologies to Real-World Applications by : Takao Terano

Download or read book Agent-Based Simulation: From Modeling Methodologies to Real-World Applications written by Takao Terano and published by Springer Science & Business Media. This book was released on 2006-06-18 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Empirical Agent-Based Modelling - Challenges and Solutions

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Publisher : Springer Science & Business Media
ISBN 13 : 1461461340
Total Pages : 249 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Empirical Agent-Based Modelling - Challenges and Solutions by : Alexander Smajgl

Download or read book Empirical Agent-Based Modelling - Challenges and Solutions written by Alexander Smajgl and published by Springer Science & Business Media. This book was released on 2013-09-12 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : Princeton University Press
ISBN 13 : 0691190836
Total Pages : 358 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Agent-Based and Individual-Based Modeling by : Steven F. Railsback

Download or read book Agent-Based and Individual-Based Modeling written by Steven F. Railsback and published by Princeton University Press. This book was released on 2019-03-26 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Handbook of Real-World Applications in Modeling and Simulation

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Publisher : John Wiley & Sons
ISBN 13 : 1118117778
Total Pages : 352 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Handbook of Real-World Applications in Modeling and Simulation by : John A. Sokolowski

Download or read book Handbook of Real-World Applications in Modeling and Simulation written by John A. Sokolowski and published by John Wiley & Sons. This book was released on 2012-04-24 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Business Process Simulation

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Author :
Publisher : Springer Nature
ISBN 13 : 3030988163
Total Pages : 182 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Agent-Based Business Process Simulation by : Emilio Sulis

Download or read book Agent-Based Business Process Simulation written by Emilio Sulis and published by Springer Nature. This book was released on 2022-07-27 with total page 182 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a conceptual clarification of the interconnections between agent-based modeling and business process management (BPM) and presents practical examples of agent-based models dealing with BPM and simulation in NetLogo. The book is structured in three parts. Part I starts with the motivation for the work and introduces the general structure of the book. Next, chapter 2 provides a brief introduction to main BPM concepts including the business process lifecycle, which describes the analysis of an organization by means of modeling and simulation, business process performance indicators, and the automatic extraction of information from event data. Chapter 3 then offers a summary of the concept of agent and the studies concerning agent-based approaches that involve business process analysis and management studies. Part II of the book introduces in chapter 4 the NetLogo tool adopted throughout the remaining book. After that, chapter 5 focuses on agent-oriented modeling as a problem domain analysis and design approach for creating decision-support systems based on agent-based simulations. Chapter 6 further describes the topic of agent-based modeling and simulation for business process analysis. The final part III starts with chapter 7 that reviews some BPM applications by introducing programs enabling to manage models represented in standard formats, such as BPMN, Petri nets, and the eXtensible Event Stream standard language. Subsequently, chapter 8 describes a number of case studies from different areas, and eventually, chapter 9 introduces some examples of advanced topics of process mining and agent-based simulation with process discovery, conformance checking, and agent-based applications utilizing Petri nets. The book is primarily written for researchers and advanced graduate and PhD students who look for an introduction to the fruitful exploitation of agent-based modeling to business process management. The book is also useful for industry practitioners who are interested in supporting their business decisions with computational simulations. The book is complemented by a dedicated web site with lots of additional details and models in NetLogo for further evaluation by the reader.

An Introduction to Agent-Based Modeling

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Publisher : MIT Press
ISBN 13 : 0262328135
Total Pages : 505 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis An Introduction to Agent-Based Modeling by : Uri Wilensky

Download or read book An Introduction to Agent-Based Modeling written by Uri Wilensky and published by MIT Press. This book was released on 2015-04-17 with total page 505 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Approaches in Economic and Social Complex Systems V

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Publisher : Springer Science & Business Media
ISBN 13 : 4431874356
Total Pages : 289 pages
Book Rating : 4.4/5 (318 download)

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Book Synopsis Agent-Based Approaches in Economic and Social Complex Systems V by : Takao Terano

Download or read book Agent-Based Approaches in Economic and Social Complex Systems V written by Takao Terano and published by Springer Science & Business Media. This book was released on 2009-04-14 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Interacting Complexities of Herds and Social Organizations

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Publisher : Springer Nature
ISBN 13 : 9811393370
Total Pages : 150 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Interacting Complexities of Herds and Social Organizations by : Stanislaw Raczynski

Download or read book Interacting Complexities of Herds and Social Organizations written by Stanislaw Raczynski and published by Springer Nature. This book was released on 2019-09-05 with total page 150 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : Springer Nature
ISBN 13 : 9811625743
Total Pages : 190 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Catastrophes and Unexpected Behavior Patterns in Complex Artificial Populations by : Stanislaw Raczynski

Download or read book Catastrophes and Unexpected Behavior Patterns in Complex Artificial Populations written by Stanislaw Raczynski and published by Springer Nature. This book was released on 2021-07-05 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Models for Research and Understanding

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Publisher : Springer Nature
ISBN 13 : 3031119266
Total Pages : 286 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Models for Research and Understanding by : Stanislaw Raczynski

Download or read book Models for Research and Understanding written by Stanislaw Raczynski and published by Springer Nature. This book was released on 2023-01-01 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Managing Business Complexity

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Publisher : Oxford University Press
ISBN 13 : 0199924031
Total Pages : 328 pages
Book Rating : 4.1/5 (999 download)

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Book Synopsis Managing Business Complexity by : Michael J. North

Download or read book Managing Business Complexity written by Michael J. North and published by Oxford University Press. This book was released on 2007-03-01 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Agent-based modeling and simulation (ABMS), a way to simulate a large number of choices by individual actors, is one of the most exciting practical developments in business modeling since the invention of relational databases. It represents a new way to understand data and generate information that has never been available before--a way for businesses to view the future and to understand and anticipate the likely effects of their decisions on their markets and industries. It thus promises to have far-reaching effects on the way that businesses in many areas use computers to support practical decision-making. Managing Business Complexity is the first complete business-oriented agent-based modeling and simulation resource. It has three purposes: first, to teach readers how to think about ABMS, that is, about agents and their interactions; second, to teach readers how to explain the features and advantages of ABMS to other people and third, to teach readers how to actually implement ABMS by building agent-based simulations. It is intended to be a complete ABMS resource, accessible to readers who haven't had any previous experience in building agent-based simulations, or any other kinds of models, for that matter. It is also a collection of ABMS business applications resources, all assembled in one place for the first time. In short, Managing Business Complexity addresses who needs ABMS and why, where and when ABMS can be applied to the everyday business problems that surround us, and how specifically to build these powerful agent-based models.

Agent-Based Simulation of Vulnerability Dynamics

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Publisher : Springer Science & Business Media
ISBN 13 : 3642323650
Total Pages : 232 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Agent-Based Simulation of Vulnerability Dynamics by : Cilli Sobiech

Download or read book Agent-Based Simulation of Vulnerability Dynamics written by Cilli Sobiech and published by Springer Science & Business Media. This book was released on 2012-10-10 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Agent-Based Approaches in Economic and Social Complex Systems VI

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Publisher : Springer Science & Business Media
ISBN 13 : 4431539077
Total Pages : 202 pages
Book Rating : 4.4/5 (315 download)

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Book Synopsis Agent-Based Approaches in Economic and Social Complex Systems VI by : Shu-Heng Chen

Download or read book Agent-Based Approaches in Economic and Social Complex Systems VI written by Shu-Heng Chen and published by Springer Science & Business Media. This book was released on 2011-01-12 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Simulation and Modeling Methodologies, Technologies and Applications

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Publisher : Springer Nature
ISBN 13 : 3031438248
Total Pages : 232 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Simulation and Modeling Methodologies, Technologies and Applications by : Gerd Wagner

Download or read book Simulation and Modeling Methodologies, Technologies and Applications written by Gerd Wagner and published by Springer Nature. This book was released on 2023-09-30 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: This present book includes a set of selected best extended papers from the 12th International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH 2022), that was held in Lisbon, Portugal, from July 14 to 16, 2022. The conference brought together researchers, engineers and practitioners interested in methodologies and applications of modeling and simulation. New and innovative solutions are reported in this book. A selection was made after the conference, based also on the conference chairs assessment, reviewers’ assessment, quality of presentation and audience interest, so that this book includes the extended and revised versions of the very best papers of the conference. New and innovative solutions are reported in this book.

SIMULATION & GAMING THROUGH TIMES AND ACROSS DISCIPLINES

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Publisher : Akademia Leona Kozminskiego
ISBN 13 : 8366502015
Total Pages : 687 pages
Book Rating : 4.3/5 (665 download)

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Book Synopsis SIMULATION & GAMING THROUGH TIMES AND ACROSS DISCIPLINES by : Marcin Wardaszko

Download or read book SIMULATION & GAMING THROUGH TIMES AND ACROSS DISCIPLINES written by Marcin Wardaszko and published by Akademia Leona Kozminskiego. This book was released on 2019-08-30 with total page 687 pages. Available in PDF, EPUB and Kindle. Book excerpt: The ISAGA 50th Anniversary Conference proceedings is a collection of 76 accepted submissions. The proposed papers and posters are very diversified and have backgrounds in many areas, yet they come together in the simulation and gaming. We had 12 tracks for papers, a poster submission track, workshops track, and thematic sessions proposals track. The 50th anniversary track will allow us to look back at our heritage. The core tracks with the biggest number of submissions are the simulation and gaming track and game science theory track. For the first time, we also had tracks for gaming technology, AR/VR, e-sport science and gaming cultures, we have received many interesting and quality submissions, which will add new perspective and diversity to our field. ISAGA wants to stay relevant and up-to-date with the current problems; thus the tracks for S&G for logistics and smart infrastructure, gaming for individual efficacy and performance and gaming for sustainable development goals. We have also received ten poster submissions with very interesting topics.

Multi-Agent-Based Simulation VII

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Publisher : Springer
ISBN 13 : 3540765395
Total Pages : 194 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Multi-Agent-Based Simulation VII by : Luis Antunes

Download or read book Multi-Agent-Based Simulation VII written by Luis Antunes and published by Springer. This book was released on 2007-10-25 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the 7th International Workshop on Multi-Agent-Based Simulation, MABS 2006. This was held in Hakodate, Japan, May 8, 2006 as an associated event of AAMAS 2006, the main international conference on autonomous agents and multi-agent systems. The 12 revised full papers presented together with three short papers and two invited papers were carefully reviewed and selected from 25 submissions during two rounds of reviewing.