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

机译:基于利基遗传算法的软件系统可靠性优化研究

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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.
机译:为了处理低效率和低收敛速度的问题,在寻找全局最优,利基遗传算法用于软件系统的可靠性优化。线性编程与多变量和多约束的工作成功解决。而且,通过在遗传算法中引入随机锦标赛模型,统一的模式交叉操作者和不均匀突变来改善遗传算法的搜索性能。仿真结果表明,利基遗传算法可以有效地解决多模块复杂软件系统的可靠性分配,可以有效地提高计算速度和分辨率质量。

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