Multi-Agent Systems: Simulation and Applications - Rilegato

Rilegato

ISBN 10: 1420070231 ISBN 13: 9781420070231

Casa editrice: CRC Press, 2009

Riassunto

Methodological Guidelines for Modeling and Developing MAS-Based Simulations

The intersection of agents, modeling, simulation, and application domains has been the subject of active research for over two decades. Although agents and simulation have been used effectively in a variety of application domains, much of the supporting research remains scattered in the literature, too often leaving scientists to develop multi-agent system (MAS) models and simulations from scratch.

Multi-Agent Systems: Simulation and Applications provides an overdue review of the wide ranging facets of MAS simulation, including methodological and application-oriented guidelines. This comprehensive resource reviews two decades of research in the intersection of MAS, simulation, and different application domains. It provides scientists and developers with disciplined engineering approaches to modeling and developing MAS-based simulations. After providing an overview of the field’s history and its basic principles, as well as cataloging the various simulation engines for MAS, the book devotes three sections to current and emerging approaches and applications.

Simulation for MAS ― explains simulation support for agent decision making, the use of simulation for the design of self-organizing systems, the role of software architecture in simulating MAS, and the use of simulation for studying learning and stigmergic interaction.

MAS for Simulation ― discusses an agent-based framework for symbiotic simulation, the use of country databases and expert systems for agent-based modeling of social systems, crowd-behavior modeling, agent-based modeling and simulation of adult stem cells, and agents for traffic simulation.

Tools ― presents a number of representative platforms and tools for MAS and simulation, including Jason, James II, SeSAm, and RoboCup Rescue.

Complete with over 200 figures and formulas, this reference book provides the necessary overview of experiences with MAS simulation and the tools needed to exploit simulation in MAS for future research in a vast array of applications including home security, computational systems biology, and traffic management.

Su questo libro

Contenuti

Preface

Acknowledgments

About the Editors

Contributors

PART I: BACKGROUND

Multi-Agent Systems and Simulation: A Survey from the Agent Community's Perspective; Fabien Michel, Jacques Ferber, and Alexis Drogoul

Multi-Agent Systems and Simulation: A Survey from an Application Perspective; Klaus G. Troitzsch

Simulation Engines for Multi-Agent Systems; Georgios K. Theodoropoulos, Rob Minson, Roland Ewald, and Michael Lees

PART II: SIMULATION FOR MAS

Polyagents: Simulation for Supporting Agents' Decision Making; H. Van Dyke Parunak and Sven A. Brueckner

Combining Simulation and Formal Tools for Developing Self-Organizing MAS; Luca Gardelli, Mirko Viroli, and Andrea Omicini

On the Role of Software Architecture for Simulating Multi-Agent Systems; Alexander Helleboogh, Danny Weyns, and Tom Holvoet

Replicator Dynamics in Discrete and Continuous Strategy Spaces; Karl Tuyls and Ronald Westra

Stigmergic Cues and Their Uses in Coordination; An Evolutionary Approach; Luca Tummolini, Marco Mirolli, and Cristiano Castelfranchi

PART III: MAS FOR SIMULATION

Challenges of Country Modeling with Databases, Newsfeeds, and Expert Surveys; Barry G. Silverman, Gnana K. Bharathy, and G. Jiyun Kim

Crowd Behavior Modeling: From Cellular Automata to Multi-Agent Systems; Stefania Bandini, Sara Manzoni, and Giuseppe Vizzari

Agents for Traffic Simulation: Arne Kesting, Martin Treiber, and Dirk Helbing

An Agent-Based Generic Framework for Symbiotic Simulation Systems; Heiko Aydt, Stephen John Turner, Wentong Cai, and Malcolm Yoke Hean Low

Agent-Based Modeling of Stem Cells; Mark d'Inverno, Paul Howells, Sara Montagna, Ingo Roeder, and Rob Saunders

PART IV: TOOLS

RoboCup Rescue: Challenges and Lessons Learned; Tomoichi Takahashi

Agent-Based Simulation Using BDI Programming in Jason; Rafael H. Bordini and Jomi F. Hübner

Su questa edizione

• Editore: CRC Press
• Data di pubblicazione: 2009
• ISBN 10: 1420070231
• ISBN 13: 9781420070231
• Rilegatura: Copertina rigida
• Numero edizione: 1
• Numero di pagine: 582
• Redattore: Uhrmacher Adelinde M., Weyns Danny