摘要
通过对串并联系统配置可靠性问题的分析,提出了基于免疫遗传算法(IGA)求解该问题的方法。在保留基本遗传算法随机全局搜索能力的基础上,借鉴生物免疫机制中抗体的多样性保持策略,大大提高了算法的群体多样性。实验结果表明,免疫遗传算法可有效改善基本遗传算法的未成熟收敛和局部搜索能力差的缺点,具有很好的全局收敛能力,其全局收敛性及收敛速度均得到了提高。
Analyzing the reliability of the series-parallel system,a new approach based on IGA(Immune Genetic Algorithm) is proposed to solve the problem.It not only retains the global research ability of SGA(Simple Genetic Algorithm) but also adopts some strategies to keep up the diversity of biological immunity mechanism so as to improve greatly the diversity of population of SGA.Experimental results show that the proposed IGA can rise above efficiently such difficulties of SGA as precocious convergence and poor local search ability,and provide well the global converging ability to enhance both the global convergency and convergence rate.
出处
《计算机工程与应用》
CSCD
北大核心
2010年第15期235-238,共4页
Computer Engineering and Applications
基金
天津商业大学科研基金(No.070114)
关键词
串并联系统
可靠性
免疫遗传算法
series-parallel system
reliability
Immune Genetic Algorithm(IGA)