Modeling of Nonlinear System with Optimized Structure Based on BP Neural Network Model and Simulation

被引:0
|
作者
Zhou Li [1 ]
Qu Dongcai [1 ]
Cheng Jihong [1 ]
机构
[1] Ludong Univ, Sch Management, Yantai 264025, Peoples R China
关键词
Nonlinear system; neural networks (NN); model reference adaptive control (MRAC); simulation;
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
After identification principle based on BP neural networks for nonlinear system was analysed, using simulation method, the influence of identification modeling with different BP neural networks model structures was studied. Through optimized to initial BP network model structure designed, the reasonable and optimized network structure was obtained, and simulation effects of identification modeling were compared with no optimized the BP neural network structure model. Simulation results show that the error of optimized BP neural network model is reduced, the generalization ability of network model is enhanced.
引用
收藏
页码:1017 / 1020
页数:4
相关论文
共 50 条
  • [21] Car-following Model Based on Genetic Algorithm Optimized BP Neural Network
    Lu, Yuping
    Cui, Yu
    Yang, Qi
    Zhang, Mingfang
    ADVANCES OF TRANSPORTATION: INFRASTRUCTURE AND MATERIALS, VOL 1, 2016, : 566 - 574
  • [22] Insulator Contamination Prediction Model Based on BP Neural Network Optimized by Genetic Algorithm
    Hu Jinlei
    Su Chao
    Kuang Zhenxing
    Zhang Xiaobo
    Jiang Yunpeng
    2018 INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON), 2018, : 3166 - 3172
  • [23] Chaotic time series prediction for duffing system based on optimized bp neural network
    Yue, Hou
    Information Technology Journal, 2013, 12 (19) : 5401 - 5405
  • [24] A Neural Network Based Nonlinear Model of a Servopneumatic System
    Falcao Carneiro, J.
    Gomes de Almeida, F.
    JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2012, 134 (02):
  • [25] Skin Embryo Classification Model based on BP Neural Network optimized by Genetic Algorithm
    Wang, XinGang
    Zhao, TongYu
    PROCEEDINGS OF 2018 IEEE 4TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2018), 2018, : 1230 - 1237
  • [26] Constructing Financial Information Security Model Based on PCA and Optimized BP Neural Network
    Zhang, Chu
    IETE JOURNAL OF RESEARCH, 2021,
  • [27] Prediction model of pellets quality based on BP neural network optimized by genetic algorithm
    Xu, Jianyou
    Wang, Wang Jianhui
    Yan, Hongwei
    Gu, Shusheng
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 2852 - 2855
  • [28] Nonlinear simulation of hydroturbine governing system based on neural network
    Chang, J
    Liu, BW
    Cai, WY
    INFORMATION INTELLIGENCE AND SYSTEMS, VOLS 1-4, 1996, : 784 - 787
  • [29] Nonlinear system modeling based on input training neural network
    Huang Yi-yu
    Zhu Qun-xiong
    Geng Zhi-qiang
    PROCEEDINGS OF 2005 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1 AND 2, 2005, : 567 - 570
  • [30] An APSO Optimized BP Neural Network
    Mo Lihong
    2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC), 2011, : 1297 - 1300