Scheduling jobs on computational grids using fuzzy particle swarm algorithm

被引:0
|
作者
Abraham, Ajith [1 ]
Liu, Hongbo
Zhang, Weishi
Chang, Tae-Gyu
机构
[1] Chung Ang Univ, IITA Professorship Program, Sch Comp Sci & Engn, Seoul 156756, South Korea
[2] Dalian Univ Technol, Dept Comp, Dalian 116023, Peoples R China
[3] Dalian Maritime Univ, Sch Comp Sci, Dalian 116024, Peoples R China
关键词
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
Grid computing is a computing framework to meet the growing computational demands. This paper introduces a novel approach based on Particle Swarm Optimization (PSO) for scheduling jobs on computational grids. The representations of the position and velocity of the particles in the conventional PSO is extended from the real vectors to fuzzy matrices. The proposed approach is to dynamically generate an optimal schedule so as to complete the tasks within a minimum period of time as well as utilizing the resources in an efficient way. We evaluate the performance of the proposed PSO algorithm with Genetic Algorithm (GA) and Simulated Annealing (SA) approaches.
引用
收藏
页码:500 / 507
页数:8
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