An quantum-inspired evolutionary algorithm applied to design optimizations of electromagnetic devices

被引:3
|
作者
Zhang, Wei [1 ]
Xu, Hailiang [1 ]
Bai, Yanan [1 ]
Yang, Shiyou [1 ]
机构
[1] Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Zhejiang, Peoples R China
关键词
Quantum-inspired evolutionary algorithm; inverse problem; evolutionary algorithm based on probabilistic models;
D O I
10.3233/JAE-2012-1447
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To eliminate the deficiency of traditional evolutionary algorithms in numerical implementations with respect to the three key operators such as selection, crossover and mutation operators, a new evolutionary algorithm based on probabilistic models, the quantum-inspired evolutionary algorithm (QEA), is studied for design optimizations of electromagnetic devices. In the proposed QEA, an adaptive update formulation is proposed for the rotation angle to balance the exploration and exploiting searches while the two level information sharing is simplified to one level one to facilitate the implementation of the proposed algorithm. Also, a new information sharing mechanism is introduced. The proposed algorithm is evaluated on an engineering inverse problem with promising results.
引用
收藏
页码:89 / 95
页数:7
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