Dynamic Matrix Control Based on Elman Neural Network

被引：0
|
作者：
Bai, Jing [1 ]
Pu, Tiecheng [1 ]
机构：
[1] Beihua Univ, Coll Elect & Informat Engn, Jilin, Jilin, Peoples R China
来源：
PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC) | 2013年
关键词：
Elm an neural network; Dynamic matrix control; identification; dynamic nonlinear; prediction;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
Dynamic matrix control (for short DMC) algorithm is presented based on Elman neural network (for short ENN), because the ENN can character the dynamic nonlinear system. The basic idea is to predict the system further output by ENN, and to estimate the system dynamic matrix, and then to carry out the dynamic matrix control algorithm. The method can control the nonlinear dynamic system and break through the limitation of mathematical model. The simulation shows that the ENN has good prediction ability and the proposed method is effective.
引用
收藏
页码：1083 / 1086
页数：4
相关论文
共 50 条
  • [21] A Pressure Control Method for Emulsion Pump Station Based on Elman Neural Network
    Tan, Chao
    Qi, Nan
    Zhou, Xin
    Liu, Xinhua
    Yao, Xingang
    Wang, Zhongbin
    Si, Lei
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2015, 2015
  • [22] Predictive Control of Turbofan Engine Model Based on Improved Elman Neural Network
    Gou, Linfeng
    Zhou, Zihan
    Shen, Yawen
    Shao, Wenxin
    Zeng, Xianyi
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 8842 - 8847
  • [23] Fuzzy Shape Control Based on Elman Dynamic Recursion Network Prediction Model
    Chun-yu Jia
    Hong-min Liu
    Journal of Iron and Steel Research International, 2006, 13 : 31 - 35
  • [24] Fuzzy shape control based on Elman dynamic recursion network prediction model
    Jia, CY
    Liu, HM
    JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL, 2006, 13 (01) : 31 - 35
  • [25] Elman neural network model of freeway dynamic traffic flow
    Liang, Xin-Rong
    Liu, Zhi-Yong
    Mao, Zong-Yuan
    Journal of Traffic and Transportation Engineering, 2006, 6 (03) : 92 - 96
  • [26] Prediction for Network traffic Based on Modified Elman Neural Network
    Wang, Xuqi
    Zhaor, Zongtao
    Zhang, Shanwen
    INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS, PTS 1-4, 2013, 241-244 : 3005 - +
  • [27] Modified Elman Neural Network Based Neural Adaptive Inverse Control of Rate-Dependent Hysteresis
    Deng, Liang
    Seethaler, Rudolf J.
    Chen, YangQuan
    Yang, Ping
    Cheng, Qiming
    2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 2366 - 2373
  • [28] FPGA-Based Elman Neural Network Control System for Linear Ultrasonic Motor
    Lin, Faa-Jeng
    Hung, Ying-Caih
    IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2009, 56 (01) : 101 - 113
  • [29] Stability of Fuzzy Elman Neural Network Using Joint Spectral Radius Spectral Radius of Matrix Dynamic Systems
    Araghi, Leila Fallah
    Setoudeh, Farbod
    IMECS 2009: INTERNATIONAL MULTI-CONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2009, : 1237 - 1242
  • [30] Identification of PMSM Based on EKF and Elman Neural Network
    Wang Song
    Shi Shuang-shuang
    Chen Chao
    Yang Gang
    Qu Zhi-jian
    2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3, 2009, : 1459 - +
12345