The Research on Reliability Optimization of Software System Based on Niche Genetic Algorithm

被引：0
|
作者：
Qian Yuexia [1 ]
Gu Weijie [1 ]
机构：
[1] Changzhou Inst Mechatron Technol, Changzhou 213164, Peoples R China
来源：
AASRI CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND BIOINFORMATICS | 2012年 / 1卷
关键词：
Genetic Algorithm; Niche Genetic Algorithm; Software Reliability;
D O I：
10.1016/j.aasri.2012.06.063
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
To deal with the problem of low efficiency and low convergence speed in searching the global optimum, Niche Genetic Algorithm was used in reliability optimization of software system. Linear programming works with multi-variable and multi-constraint were solved successfully. And also, the searching performance of the genetic algorithms was improved by introducing the stochastic tournament model, the uniform schema crossover operator and the non-uniform mutation in the genetic algorithm. The simulation results show that the Niche Genetic Algorithm can resolve the multi-module complex software system's reliability allocation effectively, which can improve the computing speed and the resolution quality effectively. 2012 Published by Elsevier B.V. Selection and/or peer review under responsibility of American Applied Science Research Institute
引用
收藏
页码：404 / 409
页数：6
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