Elman Neural Network Based on Cultural Algorithm and Its Application

被引:0
|
作者
Chen, Zhichao [1 ]
Wei, Ming [1 ]
ji, Zhiqiang [1 ]
机构
[1] Ordnance Engn Coll, Inst Electrostat & Electromagnet Protect, Shijiazhuang 050003, Peoples R China
关键词
Cultural algorithm; Elman neural network; compensation performance; model;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cultural algorithm is a kind of intelligent optimization algorithm, which contains a unique double evolutionary mechanism. It can use the experiences of the excellent individual knowledge and search for the optimal solution in the solution space efficiently. Cultural algorithm also provides a more evolutionary computing framework, any kind of conform to the requirements of the cultural algorithm of evolutionary algorithm can be embedded in the cultural algorithm framework as an evolutionary process of population space. The Elman neural network is applied to set up the compensation performance model of the transient electric field test system, and the network weights and thresholds are optimized by the cultural algorithm. The simulation result shows that the cultural algorithm has better optimize performance than the standard genetic algorithm. At the same time, the satisfying model of compensation performance is obtained.
引用
收藏
页码:93 / 98
页数:6
相关论文
共 50 条
  • [1] Optimization and Application of Indoor Localization Algorithm Based on Elman Neural Network
    Hu, Haibing
    Wang, Guoqing
    Lai, Zhongyuan
    Zhang, Jiewen
    Zhang, Long
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS, ELECTRONICS AND CONTROL (ICCSEC), 2017, : 1293 - 1298
  • [2] Improved Elman Neural Network and Its Application
    Meng, Bo
    [J]. PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 320 - 324
  • [3] Elman neural network algorithm based on PLS
    Ding, Shi-Fei
    Jia, Wei-Kuan
    Xu, Xin-Zheng
    Su, Chun-Yang
    [J]. Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2010, 38 (2A): : 71 - 75
  • [4] An improved OIF Elman neural network based on CSO algorithm and its applications
    Zhang, Yufei
    Zhao, Jianping
    Wang, Limin
    Wu, Honggang
    Zhou, Ruihong
    Yu, Jinglin
    [J]. COMPUTER COMMUNICATIONS, 2021, 171 : 148 - 156
  • [5] PCA-Based Elman Neural Network Algorithm
    Ding, Shifei
    Jia, Weikuan
    Su, Chunyang
    Xu, Xinzheng
    Zhang, Liwen
    [J]. ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2008, 5370 : 315 - +
  • [6] MODIFIED ELMAN NEURAL NETWORK AND ITS APPLICATION TO NETWORK TRAFFIC PREDICTION
    Wang, Xuqi
    Zhang, Chuanlei
    Zhang, Shanwen
    [J]. 2012 IEEE 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENT SYSTEMS (CCIS) VOLS 1-3, 2012, : 629 - 633
  • [7] A Cultural Algorithm Based on Multilayer Belief Spaces and Its Application in Neural Network Fault Classifier
    Huang, Halyan
    Liu, Mandan
    Gu, Xingsheng
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 3990 - 3995
  • [8] Forecasting model based on an improved Elman neural network and its application in the agricultural production
    Liu Yi
    Xu Ke
    Song Junde
    Zhao Yuwen
    Bi Qiang
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC), 2013, : 202 - 207
  • [9] Application of Elman Neural Network Based on Genetic Algorithm in Initial Alignment of SINS for Guided Projectile
    Sun, Lei
    Yi, Wenjun
    Yuan, Dandan
    Guan, Jun
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [10] Improved GWO and its application in parameter optimization of Elman neural network
    Liu, Wei
    Sun, Jiayang
    Liu, Guangwei
    Fu, Saiou
    Liu, Mengyuan
    Zhu, Yixin
    Gao, Qi
    [J]. PLOS ONE, 2023, 18 (07):