A basic consideration of an optimizer based on piecewise rotational chaos system

A basic consideration of an optimizer based on piecewise rotational chaos system
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DOI:
10.1109/cec.2015.7257218
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发表时间:
2015-05
期刊:
2015 IEEE Congress on Evolutionary Computation (CEC)
影响因子:
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通讯作者:
Yoshikazu Yamanaka;T. Tsubone
Yoshikazu Yamanaka;T. Tsubone
中科院分区:
其他
文献类型:
--
作者:
Yoshikazu Yamanaka;T. Tsubone

文献摘要

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考虑了一种基于分段旋转混沌系统的多搜索点更新优化方法。在过去,已经提出了一些利用混沌动力学的优化方法。所考虑的方法比这些方法简单,因为它有两个系统参数和搜索点是由单一的动态。我们比较了27个基准函数与粒子群优化和以前提出的基于混沌的方法所考虑的方法的性能。所考虑的方法获得了最好的性能为16个功能和领带为2个功能。Friedman检验表明,该方法的显著性优于两种方法。
We consider an optimization method that updates multi searching points based on piecewise rotational chaos system. In previous, some optimization methods utilizing chaos dynamics have been proposed. The considered method is simpler than these methods because it has two system parameters and the searching points are governed by single dynamics. We compared the performance of the considered method for 27 benchmark functions with particle swarm optimization and a previous proposed chaos-based method. The considered method obtains the best performance for 16 functions and tie for 2 functions. The Friedman test shows that the considered method obtains significancy better than both methods.