Swarm Intelligence. From Natural To Artificial Systems

Guy Théraulaz

,

Marco Dorigo

,

Eric Bonabeau

Note moyenne 
Guy Théraulaz et Marco Dorigo - Swarm Intelligence. From Natural To Artificial Systems.
Social insects-ants, bees, termites, and wasps-can be viewed as powerful problem-solving systems with sophisticated collective intelligence. Composed... Lire la suite
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Résumé

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.

Sommaire

    • Ant foraging behavior, combinatorial optimization, and routing in communications network
    • Division of labor and task allocation
    • Cemetery organization, brood sorting, data analysis, and graph partitioning
    • Self-organization and templates: application to data analysis and graph partitioning
    • Nest building and self-assembling
    • Cooperative transport by insects and robots

Caractéristiques

  • Date de parution
    12/11/1999
  • Editeur
  • Collection
    santa fe institute studies
  • ISBN
    0-19-513159-2
  • EAN
    9780195131598
  • Présentation
    Broché
  • Nb. de pages
    307 pages
  • Poids
    0.52 Kg
  • Dimensions
    15,5 cm × 23,0 cm × 1,8 cm

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À propos des auteurs

Eric Bonabeau is currently the Interval Research Fellow at the Santa Fe Institute. His research interests are modeling animal behavior and designing adaptive algorithms inspired by social insects. Marco Dorigo, currently a Research Associate with the Belgian Fonds National pour la Recherche Scientifique, was awarded the 1996 Italian Prize for Artificial Intelligence. His research interests include ant colony optimization, evolutionary computation, autonomous robotics, and reinforcement learning. Guy Theraulaz is a Research Associate with the French Centre National de la Recherche Scientifique (CNRS). In 1996 he was awarded the CNRS Bronze Medal for his achievements.

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