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遗传算法在系统可靠性优化中的应用 被引量:16

Application of genetic algorithms to system reliability optimization
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摘要 研究在造价、体积和重量约束条件下 ,多级串联系统和桥式网络系统可靠性优化问题。使用遗传算法对该问题进行求解 ,利用基于排名的选择方法和最优保存策略 ,改善了遗传算法的收敛性能。计算机仿真实验结果表明 。 A reliability optimization problem of multilevel serial systems and bridge network systems, with the constraints of cost, volume and weight, is a nonlinear mixed integer programming problem, which has a large number of local extreme values. GA is adopted to solve the system reliability optimization problem and a more optimal solution than other algorithms is obtained. In the application of GA, rank based model and elitist model are adopted, which improve the convergence performance of GA.
出处 《控制与决策》 EI CSCD 北大核心 2002年第3期378-380,384,共4页 Control and Decision
基金 机械工业局自然科学基金项目 (982 5 0 6 31)
关键词 遗传算法 系统可靠性 最优化 genetic algorithm (GA) system reliability optimization
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参考文献3

  • 1Tillman F A, Hwang C L, Kuo W. Optimization of system reliability[M]. New York: Marcel Dekker, 1980.
  • 2Hikita M, Nakagawa Y, Narihisa H. Reliability optimization of system by a surrogate-constraints algorithm[J]. IEEE Trans on Reliability, 1992, 41(3): 473-480.
  • 3Xu Z K, Kuo W, Lin H H. Optimization limits in improving system reliability[J]. IEEE Trans on Reliability, 1990, 39(1): 51-60.

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