Applying Multi-Objective Evolutionary Algorithms to QoS-Aware Web Service Composition

被引:0
|
作者
Li, Li [1 ]
Cheng, Peng [1 ]
Ou, Ling [1 ]
Zhang, Zili [1 ]
机构
[1] Southwest Univ, Chongqing, Peoples R China
来源
ADVANCED DATA MINING AND APPLICATIONS (ADMA 2010), PT II | 2010年 / 6441卷
关键词
Multi-objective evolutionary algorithms; Service composition; QoS; Pareto front; GENETIC ALGORITHMS; SYSTEM;
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
Finding optimal solutions for QoS-aware Web service composition with conflicting objectives and various restrictions on quality matrices is a NP-hard problem. This paper proposes the use of multi-objective evolutionary algorithms (MOEAs for short) for QoS-aware service composition optimisation. More specifically, SPEA2 is introduced to achieve the goal. The algorithm is good at dealing with multi-objective combinational optimisation problems. Experimental results reveal that SPEA2 is able to approach the Pareto-optimal front with well spread distribution. The Pareto front approximations provide different trade-offs, from which the end-users may select the better one based on their preference.
引用
收藏
页码:270 / 281
页数:12
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