Optimization of Parameters of Neural Networks by Genetic Algorithm in the Control Systems of Electromechanical Objects

被引：0
|
作者：
Belov, M. P. [1 ]
Zolotov, O. I. [2 ]
机构：
[1] St Petersburg Electrotech Univ LETI, St Petersburg, Russia
[2] Bonch Bruevich St Petersburg State Univ Telecommu, St Petersburg, Russia
来源：
2015 XVIII International Conference on Soft Computing and Measurements (SCM) | 2015年
关键词：
neural network; genetic algorithm; control systems; electromechanical objects;
D O I：
暂无
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
This study investigates the effectiveness of the genetic algorithm evolved neural network and its application in the drive control systems of electromechanical objects. The methodology adopts a real coded GA strategy using datasets in a series of experiments that evaluate the effects on network performance of different choices of network parameters.
引用
收藏
页码：136 / 138
页数：3
相关论文
共 50 条
  • [21] The Application of Fuzzy Neural Networks Based on Genetic Optimization Algorithm in Intelligent Vehicle Speed Control System
    Dong, Xiucheng
    Yang, Xu
    2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL II, 2010, : 197 - 200
  • [22] The application of fuzzy neural networks based on genetic optimization algorithm in intelligent vehicle speed control system
    Dong X.
    Yang X.
    Advances in Intelligent and Soft Computing, 2011, 111 : 367 - 375
  • [23] Genetic algorithm for the optimization of features and neural networks in ECG signals classification
    Li, Hongqiang
    Yuan, Danyang
    Ma, Xiangdong
    Cui, Dianyin
    Cao, Lu
    SCIENTIFIC REPORTS, 2017, 7
  • [24] Genetic algorithm for the optimization of features and neural networks in ECG signals classification
    Hongqiang Li
    Danyang Yuan
    Xiangdong Ma
    Dianyin Cui
    Lu Cao
    Scientific Reports, 7
  • [25] Bridge damage identification based on genetic optimization neural networks algorithm
    Deng, Miao-Yi
    Yue, Jin-Chao
    Cui, Ju-Yin
    STRUCTURAL CONDITION ASSESSMENT, MONITORING AND IMPROVEMENT, VOLS 1 AND 2, 2007, : 623 - 626
  • [26] A contract mapping immune genetic algorithm for optimization of wavelet neural networks
    Huang, M
    Cui, BT
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2006, 13 : 1336 - 1343
  • [27] Fuzzy Optimization of an Elevator Mechanism Applying the Genetic Algorithm and Neural Networks
    XI Ping-yuan1
    International Journal of Plant Engineering and Management, 2005, (04) : 236 - 240
  • [28] Optimization of Mixed Pooling Using Genetic Algorithm for Convolutional Neural Networks
    Gurkahraman, Kali
    Karakis, Rukiye
    32ND IEEE SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, SIU 2024, 2024,
  • [29] Optimization of neural networks: A comparative analysis of the genetic algorithm and simulated annealing
    Sexton, RS
    Dorsey, RE
    Johnson, JD
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 114 (03) : 589 - 601
  • [30] Toward global optimization of neural networks: A comparison of the genetic algorithm and backpropagation
    Sexton, RS
    Dorsey, RE
    Johnson, JD
    DECISION SUPPORT SYSTEMS, 1998, 22 (02) : 171 - 185
12345