A genetic-fuzzy logic based load balancing algorithm in heterogeneous distributed systems

被引:0
|
作者
Yu, KM [1 ]
Hsu, CH [1 ]
Sune, CL [1 ]
机构
[1] Chung Hua Univ, Dept Comp Sci & Informat Engn, Hsinchu 300, Taiwan
关键词
load-balancing; genetic algorithm; fuzzy logic; heterogeneous environment;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Distributed processing is recognized as a practical way to achieve high performance in various computational applications. Many dynamic load-balancing algorithms have been proposed for parallel and discrete simulations. But the actual performances of these algorithms have been far from ideal, especially in the heterogeneous environment. In this paper, a hybrid approach using fuzzy supervised learning and generic algorithm is presented. The fuzzy membership function is dynamically adjusted by the genetic coding. Moreover, the proposed load-balancing algorithm has learning capability. The experimental results show that our proposed algorithm has better performance comparing with other classical load balancing algorithms.
引用
收藏
页码:291 / 296
页数:6
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