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An incremental genetic algorithm approach to multiprocessor scheduling

delete2004-09-01
delete172
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OA
AI
H
Han Yu
S
Shiyuan Jin
L
Lin, KC
DOI:10.1109/TPDS.2004.38delete
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摘要

摘要

En 中文
We have developed a genetic algorithm (GA) approach to the problem of task scheduling for multiprocessor systems. Our approach requires minimal problem specific information and no problem specific operators or repair mechanisms. Key features of our system include a flexible, adaptive problem representation and an incremental fitness function. Comparison with traditional scheduling methods indicates that the GA is competitive in terms of solution quality if it has sufficient resources to perform its search. Studies in a nonstationary environment show the GA is able to automatically adapt to changing targets.
Keyword:
genetic algorithm
task scheduling
parallel processing

期刊

IEEE Transactions on Parallel and Distributed Systems 封面图
IEEE Transactions on Parallel and Distributed Systems
IF:
6
论文数:
5.2K
被引数:
1.1W

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