Multi-population genetic algorithm

所属分类:人工智能/神经网络/深度学习
开发工具:matlab
文件大小:1KB
下载次数:4
上传日期:2019-04-15 11:09:30
上 传 者FZenjoys
说明:  标准遗传算法有时候会出现未成熟收敛问题,在求解多目标优化问题时显得尤其严重。遗传算法存在未成熟收敛问题,在求解多目标优化问题时显得尤其严重。因此已有学者提出了多种群遗传算法。该算法中多个种群使用同一目标函数,各种群的交叉率和变异率取不同的固定值,以搜索不同解空间中的最优解,种群之间定期进行信息交换。多种群遗传算法能在一定程度上缓解遗传算法的不成熟收敛问题。
(Sometimes, the problem of premature convergence appears in the standard genetic algorithm, especially in solving multi-objective optimization problems. Genetic algorithm has immature convergence problem, which is especially serious when solving multi-objective optimization problem. Therefore, some scholars have proposed multi-population genetic algorithm. In this algorithm, multiple populations use the same objective function, the crossover rate and mutation rate of various groups take different fixed values, in order to search for the optimal solution in different solution Spaces, and the information exchange between populations is carried out regularly. Multi-population genetic algorithm can alleviate the immature convergence problem of genetic algorithm to some extent.)

文件列表:
Multi-population genetic algorithm (0, 2019-04-15)
Multi-population genetic algorithm\源程序 (0, 2019-04-15)
Multi-population genetic algorithm\源程序\GA_demo.m (133, 2010-08-21)
Multi-population genetic algorithm\源程序\GA_demo_run.m (377, 2010-08-21)

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