Coordination of Distributed Problem Solvers

Capa
Springer Science & Business Media, 06/12/2012 - 270 páginas
As artificial intelligence (AI) is applied to more complex problems and a wider set of applications, the ability to take advantage of the computational power of distributed and parallel hardware architectures and to match these architec tures with the inherent distributed aspects of applications (spatial, functional, or temporal) has become an important research issue. Out of these research concerns, an AI subdiscipline called distributed problem solving has emerged. Distributed problem-solving systems are broadly defined as loosely-coupled, distributed networks of semi-autonomous problem-solving agents that perform sophisticated problem solving and cooperatively interact to solve problems. N odes operate asynchronously and in parallel with limited internode commu nication. Limited internode communication stems from either inherent band width limitations of the communication medium or from the high computa tional cost of packaging and assimilating information to be sent and received among agents. Structuring network problem solving to deal with consequences oflimited communication-the lack of a global view and the possibility that the individual agents may not have all the information necessary to accurately and completely solve their subproblems-is one of the major focuses of distributed problem-solving research. It is this focus that also is one of the important dis tinguishing characteristics of distributed problem-solving research that sets it apart from previous research in AI.

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Índice

Distributed Problem Solving and the DVMT
27
Identifying Local Goals Through Clustering
45
Planning Local Problem Solving
67
Recognizing Partial Global Goals
131
Coordination Through Partial Global Planning
159
Experiments and Evaluation
209
Conclusions
239
Acknowledgments
251
Bibliography
257
Index 265
264
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