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Swarm Intelligence From Natural to Artificial Systems

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 10/1999





Trama

Social insects--ants, bees, termites, and wasps--can be viewed as powerful problem-solving systems with sophisticated collective intelligence. Composed of simple interacting agents, this intelligence lies in the networks of interactions among individuals and between individuals and the
environment. A fascinating subject, social insects are also a powerful metaphor for artificial intelligence, and the problems they solve--finding food, dividing labor among nestmates, building nests, responding to external challenges--have important counterparts in engineering and computer science.
This book provides a detailed look at models of social insect behavior and how to apply these models in the design of complex systems. The book shows how these models replace an emphasis on control, preprogramming, and centralization with designs featuring autonomy, emergence, and distributed
functioning. These designs are proving immensely flexible and robust, able to adapt quickly to changing environments and to continue functioning even when individual elements fail. In particular, these designs are an exciting approach to the tremendous growth of complexity in software and
information. Swarm Intelligence draws on up-to-date research from biology, neuroscience, artificial intelligence, robotics, operations research, and computer graphics, and each chapter is organized around a particular biological example, which is then used to develop an algorithm, a multiagent
system, or a group of robots. The book will be an invaluable resource for a broad range of disciplines.




Sommario

1 - Introduction
2 - Ant Foraging Behavior, Combinatorial Optimization, and Routing in Communications Networks
3 - Division of Labor and Task Allocation
4 - Cemetery Organization, Brood Sorting, Data Analysis, and Graph Partitioning
5 - Self-Organization and Templates: Application to Data Analysis and Graph Partitioning
6 - Nest Building and Self-Assembling
7 - Cooperative Transport by Insects and Robots
8 - Epilogue










Altre Informazioni

ISBN:

9780195131598

Condizione: Nuovo
Collana: Santa Fe Institute Studies on the Sciences of Complexity
Dimensioni: 236 x 14.5 x 157 mm Ø 454 gr
Formato: Brossura
Illustration Notes:numerous halftone and line illustrations
Pagine Arabe: 320


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