Title :
Fuzzy constraint-directed negotiation mechanism as a framework for multi-agent scheduling
Author :
Lai, K. Robert ; Kao, Bo-Ruei ; Chiang, Yi-Yuan
Author_Institution :
Dept. of Comput. Sci. & Eng., Yuan Zu Univ., Chungli
Abstract :
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.
Keywords :
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; Bismuth; Evolutionary computation;
Conference_Titel :
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1822-0
Electronic_ISBN :
978-1-4244-1823-7
DOI :
10.1109/CEC.2008.4631218