A Multi-Step Model Predictive Control Method Based on Recurrent BP Neural Network

被引:0
|
作者
Li Huijun [1 ]
Ye Bin [1 ]
机构
[1] China Univ Min & Technol, Sch Informat & Elect Engn, Xuzhou 221116, Peoples R China
关键词
Model Predictive Control; Neural Network; NARMAX; Predictive Model; Genetic Algorithm; IDENTIFICATION;
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
Model Predictive Control is a kind of computer control method which was widely applied in industry process control. The classicmodel predictive controllers are all based on linear predictive model, and unfit for the objects which have strong nonlinearity and several set-points. This paper used recurrent BP neural network to construct a nonlinear multi-step predictive model, and designed the optimization strategy to form a nonlinear multi-step model predictive controller with constraints. The simulation result show that the model predictive controller proposed in this paper can trace several set-points perfectly.
引用
收藏
页码:3116 / 3121
页数:6
相关论文
共 10 条
  • [1] A neural network model predictive controller
    Akesson, Bernt M.
    Toivonen, Hannu T.
    [J]. JOURNAL OF PROCESS CONTROL, 2006, 16 (09) : 937 - 946
  • [2] Neural network approximation of a nonlinear model predictive controller applied to a pH neutralization process
    Åkesson, BM
    Toivonen, HT
    Waller, JB
    Nyström, RH
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2005, 29 (02) : 323 - 335
  • [3] [Anonymous], J NEURAL NETWORKS, DOI DOI 10.1016/0893-6080(89)90020-8
  • [4] NONLINEAR-SYSTEM IDENTIFICATION USING NEURAL NETWORKS
    CHEN, S
    BILLINGS, SA
    GRANT, PM
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1990, 51 (06) : 1191 - 1214
  • [5] Duarte-Mermoud Manuel A., 2005, NEURAL COMPUTE APPL, V15, P18
  • [6] Modelling and prediction of machining errors using ARMAX and NARMAX structures
    Fung, EHK
    Wong, YK
    Ho, HF
    Mignolet, MP
    [J]. APPLIED MATHEMATICAL MODELLING, 2003, 27 (08) : 611 - 627
  • [7] Hagan M. T., 1997, Neural network design
  • [8] Simulated response of NN based identification and predictive control of hydro plant
    Kishor, Nand
    Singh, S. P.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2007, 32 (01) : 233 - 244
  • [9] INPUT OUTPUT PARAMETRIC MODELS FOR NON-LINEAR SYSTEMS .1. DETERMINISTIC NON-LINEAR SYSTEMS
    LEONTARITIS, IJ
    BILLINGS, SA
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1985, 41 (02) : 303 - 328
  • [10] Prediction of building's temperature using neural networks models
    Ruano, AE
    Crispim, EM
    Conceiçao, EZE
    Lúcio, MMJR
    [J]. ENERGY AND BUILDINGS, 2006, 38 (06) : 682 - 694