融合Tent混沌和维度学习的阴阳对算法

被引:11
作者
李大海
刘庆腾
王振东
机构
[1] 江西理工大学信息工程学院
关键词
阴阳对优化; 混沌映射; 维度学习策略; 风力发电机; 反向搜索; 参数优化; 参数检验;
D O I
10.16208/j.issn1000-7024.2023.08.011
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
针对阴阳对算法(YYPO)易早熟收敛,提出一种融合Tent混沌映射和维度学习策略的阴阳对优化算法(YYPO-TP)。使用Tent混沌序列初始化阴阳两点生成以增加初始位置分布的均匀性,使用维度学习策略和反向搜索策略设计一种正反向搜索的分割方式,避免算法的早熟,增强算法全局寻优能力。实验结果表明,YYPO-TP相比YYPO在统计学意义上有显著性能优势,在风力发电机参数优化问题YYPO-TP也取得了更优的结果。
引用
收藏
页码:2320 / 2328
页数:9
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