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
相关论文
共 50 条
  • [1] A quantum-inspired evolutionary algorithm for global optimizations of inverse problems
    Yang, Wenjia
    Zhou, Haijuan
    Li, Yuling
    COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2014, 33 (1-2) : 201 - 209
  • [2] Quantum-inspired evolutionary algorithm applied to neural architecture search
    Szwarcman, Daniela
    Civitarese, Daniel
    Vellasco, Marley
    APPLIED SOFT COMPUTING, 2022, 120
  • [3] A Quantum-inspired Evolutionary Clustering Algorithm
    Tsai, Chun-Wei
    Liao, Yu-Hsun
    Chiang, Ming-Chao
    2013 INTERNATIONAL CONFERENCE ON FUZZY THEORY AND ITS APPLICATIONS (IFUZZY 2013), 2013, : 305 - 310
  • [4] Quantum-Inspired Evolutionary Multicast Algorithm
    Li, Yangyang
    Zhao, Jingjing
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 1496 - 1501
  • [5] Quantum-Inspired Immune Evolutionary Algorithm
    Zhang Xiangxian
    ISBIM: 2008 INTERNATIONAL SEMINAR ON BUSINESS AND INFORMATION MANAGEMENT, VOL 1, 2009, : 323 - 325
  • [6] The immune quantum-inspired evolutionary algorithm
    Li, Y
    Zhang, YN
    Zhao, RC
    Jiao, LC
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 3301 - 3305
  • [7] Quantum-Inspired Acromyrmex Evolutionary Algorithm
    Oscar Montiel
    Yoshio Rubio
    Cynthia Olvera
    Ajelet Rivera
    Scientific Reports, 9
  • [8] Analysis of quantum-inspired evolutionary algorithm
    Han, KH
    Kim, JH
    IC-AI'2001: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS I-III, 2001, : 727 - 730
  • [9] Quantum-Inspired Acromyrmex Evolutionary Algorithm
    Montiel, Oscar
    Rubio, Yoshio
    Olvera, Cynthia
    Rivera, Ajelet
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [10] Quantum-inspired Evolutionary Algorithm: A Survey
    Wang, Ning
    Wang, Huaixiao
    Cao, Conghua
    Xin, Lei
    Zhang, Yi
    Song, Yan
    Sun, Qing
    MATERIALS, INFORMATION, MECHANICAL, ELECTRONIC AND COMPUTER ENGINEERING (MIMECE 2016), 2016, : 347 - 353