Wavelet Neural Network Optimization Based on Hybrid Hierarchy Genetic Algorithm

被引:1
|
作者
Yang Xiaobo [1 ]
Feng Jining [2 ]
Diao Zhejun [2 ]
Liu Hongyun [2 ]
机构
[1] ShiJiaZhuang Profess Technol Inst, Shijiazhuang, Peoples R China
[2] Hebei Normal Univ, Dept Elect Engn, Shijiazhuang, Peoples R China
关键词
wavelet neural network; hybrid hierarchy genetic algorithm; optimization;
D O I
10.4028/www.scientific.net/AMR.433-440.823
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Based on studying wavelet neural network (WNN) training algorithm and geometrical structure, a new WNN optimization algorithm-hybrid hierarchy genetic is introduced. The algorithm is combined by hierarchy genetic algorithm and linear multi-regress. Hybrid hierarchy genetic algorithm (HHGA) can determine the structure and parameters of WNN from data at one time. The method has the merits of faster learning speed, higher precision. It is compared with traditional BP algorithm in this paper. The effectiveness of the algorithm is demonstrated.
引用
收藏
页码:823 / +
页数:2
相关论文
共 50 条
  • [1] Optimization of Wavelet Neural Network Model for Tide Prediction Based on Genetic Algorithm
    Wang, Huifeng
    Yin, Jianchuan
    Wang, Xiaohui
    [J]. PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, : 4862 - 4867
  • [2] Optimization of Human ECG Signal Acquisition Based on Wavelet Neural Network and Genetic Algorithm
    Chen, Jian
    Liang, Dongmei
    Liu, Yingqi
    Liu, Jie
    [J]. PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON ELECTRONIC INDUSTRY AND AUTOMATION (EIA 2017), 2017, 145 : 28 - 32
  • [3] Design of wavelet neural network controller based on genetic algorithm
    Song, Qing-Kun
    Wang, Jian-Shuang
    Wang, Mu-Kun
    [J]. Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2010, 14 (04): : 102 - 106
  • [4] Design of Wavelet Neural Network Controller Based on Genetic Algorithm
    Duan, Jie
    Jiang, Yan
    Zhao, Jingbo
    Tang, Yongwei
    [J]. 2017 IEEE 3RD INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC), 2017, : 1109 - 1112
  • [5] Wavelet-based neural network with genetic algorithm optimization for generation prediction of PV plants
    Zhang, Cheng
    Zhang, Maomao
    [J]. Energy Reports, 2022, 8 : 10976 - 10990
  • [6] Wavelet-based neural network with genetic algorithm optimization for generation prediction of PV plants
    Zhang, Cheng
    Zhang, Maomao
    [J]. ENERGY REPORTS, 2022, 8 : 10976 - 10990
  • [7] Neural Network Optimization Algorithm Based on Improvement Genetic Algorithm
    Wang, Ping
    Jiang, HuaLi
    [J]. 2009 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION SYSTEMS AND APPLICATIONS, PROCEEDINGS, 2009, : 330 - 333
  • [8] RBF Network Based On Improved Niche Hybrid Hierarchy Genetic Algorithm
    Wang, Fang
    Yu, Jinlan
    Zhu, Pinchang
    Wei, Xifeng
    [J]. MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 775 - +
  • [9] Tolerance optimization based on neural network and genetic algorithm
    Zhao, Gang
    Wang, Chao
    Yu, Hongliang
    [J]. Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2010, 36 (05): : 518 - 523
  • [10] Optimization of Neural Network Based on Genetic Algorithm and BP
    Zhang, Shiwei
    Wang, Hanshi
    Liu, Lizhen
    Du, Chao
    Lu, Jingli
    [J]. 2014 International Conference on Cloud Computing and Internet of Things (CCIOT), 2014, : 203 - 207