Application of hybrid coded genetic algorithm in fuzzy neural network controller

被引：0
|
作者：
杨振强
杨智民
王常虹
庄显义
宁慧
机构：
来源：
Journal of Harbin Institute of Technology(New series) | 2000年 / 01期
关键词：
genetic algorithm; fuzzy neural network; cost function; hybrid coding;
D O I：
暂无
中图分类号：
TP273 [自动控制、自动控制系统];
学科分类号：
080201 ; 0835 ;
摘要：
Presents the fuzzy neural network optimized by hybrid coded genetic algorithm of decimal encoding and binary encoding, the searching ability and stability of genetic algorithms enhanced by using binary encoding during the crossover operation and decimal encoding during the mutation operation, and the way of accepting new individuals by probability adopted, by which a new individual is accepted and its parent is discarded when its fitness is higher than that of its parent, and a new individual is accepted by probability when its fitness is lower than that of its parent. And concludes with calculations made with an example that these improvements enhance the speed of genetic algorithms to optimize the fuzzy neural network controller.
引用
收藏
页码：65 / 68
页数：4
相关论文
共 50 条
  • [1] Fuzzy Neural Network Controller Based on Hybrid GA-BP Algorithm
    Chen Yin-ping
    Wu Hongxia
    [J]. COMPUTING, CONTROL AND INDUSTRIAL ENGINEERING IV, 2013, 823 : 335 - 339
  • [2] A Hybrid Algorithm of Electromagnetism-like and Genetic for Recurrent Neural Fuzzy Controller Design
    Lee, Ching-Hung
    Kuo, Che-Ting
    Chang, Hao-Han
    Chien, Jen-Chieh
    Chang, Fu-Kai
    [J]. IMECS 2009: INTERNATIONAL MULTI-CONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2009, : 224 - +
  • [3] The Research and Application of the Fuzzy Neural Network Control Based on Genetic Algorithm
    Zhang, Yong-chao
    Zhao, Wen-zhuang
    Chen, Jin-lian
    [J]. MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 191 - +
  • [4] Fuzzy Optimization on Automobile Final Drive in Hybrid Genetic Algorithm and Neural Network
    Xi, Pingyuan
    Chang, Siqin
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND MECHANICS, VOLS 1 AND 2, 2009, : 1766 - 1770
  • [5] GOFAM: a hybrid neural network classifier combining fuzzy ARTMAP and genetic algorithm
    Yaghini, Masoud
    Shadmani, Mohammad Ali
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2013, 39 (03) : 183 - 193
  • [6] GOFAM: a hybrid neural network classifier combining fuzzy ARTMAP and genetic algorithm
    Masoud Yaghini
    Mohammad Ali Shadmani
    [J]. Artificial Intelligence Review, 2013, 39 : 183 - 193
  • [7] Multi-layer quantum neural network controller trained by real-coded genetic algorithm
    Takahashi, Kazuhiko
    Kurokawa, Motoki
    Hashimoto, Masafumi
    [J]. NEUROCOMPUTING, 2014, 134 : 159 - 164
  • [8] Optimal design of building environment with hybrid genetic algorithm, artificial neural network, multivariate regression analysis and fuzzy logic controller
    Zhang, Tianhu
    Liu, Yuanjun
    Rao, Yandi
    Li, Xiaopeng
    Zhao, Qingxin
    [J]. BUILDING AND ENVIRONMENT, 2020, 175
  • [9] Hybrid neural network controller using adaptation algorithm
    Cai, ManJun
    Liu, JinCun
    Tian, GuangJun
    Zhang, XueJian
    Wu, TiHua
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 148 - +
  • [10] Design and application of a fuzzy neural network forecast controller
    Yang, LJ
    Zhong, JQ
    [J]. ICEMI 2005: Conference Proceedings of the Seventh International Conference on Electronic Measurement & Instruments, Vol 4, 2005, : 634 - 638
12345