Title | ||
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Fuzzy constraint-directed negotiation mechanism as a framework for multi-agent scheduling |
Abstract | ||
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This paper presents a fuzzy constraint-directed negotiation mechanism for agent-based scheduling. Scheduling problem is modeled as a set of fuzzy constraint satisfaction problems (FCSP), interlinked together by inter-agent constraints. Each FCSP represents the perspective of participants and is governed by agents. Negotiation process is considered as a global consistency enforcing via iterative constraint adjustment and relaxation. To facilitate convergence and improve solution quality for a particular performance measure, sharing meta-scheduling information during negotiation is applied. Experimental results suggest that the proposed approach not only can obtain a high quality schedule in a cost-effective manner, but also provides superior performance in all criteria to other negotiation models for agent-based scheduling. |
Year | DOI | Venue |
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2008 | 10.1109/CEC.2008.4631218 | Evolutionary Computation, 2008. CEC 2008. |
Keywords | Field | DocType |
fuzzy set theory,multi-agent systems,operations research,fuzzy constraint satisfaction problems,fuzzy constraint-directed negotiation mechanism,inter-agent constraint,iterative constraint adjustment,iterative constraint relaxation,multiagent scheduling | Convergence (routing),Computer science,Scheduling (computing),Fuzzy set,Multi-agent system,Artificial intelligence,Distributed computing,Mathematical optimization,Job shop scheduling,Fuzzy logic,Evolutionary computation,Machine learning,Negotiation | Conference |
ISBN | Citations | PageRank |
978-1-4244-1823-7 | 1 | 0.35 |
References | Authors | |
11 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
K. Robert Lai | 1 | 263 | 26.04 |
Bo-Ruei Kao | 2 | 27 | 3.52 |
Yi-Yuan Chiang | 3 | 1 | 1.70 |