" The book is full of new ideas, new concepts produced by research direction that is at a rather early stage ... The book sums up a new, fascinating way of devloping algorithms, multi-agent systems and robot swarms based on examples of maybe the most successful social systems found on earth. That makes it well worth reading" JASSS
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 behaviour 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.
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Presents a combination of biology and computer science (including artificial intelligence, robotics, operations research, information display, and computer graphics), modelling the mechanisms underlying collective behaviour in social insects. This work talks about swarm intelligence, a subfield of artificial intelligence.
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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
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Produktdetaljer
ISBN
9780195131598
Publisert
1999
Utgiver
Vendor
Oxford University Press Inc
Vekt
454 gr
Høyde
236 mm
Bredde
157 mm
Dybde
15 mm
Aldersnivå
P, 06
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
320