Model predictive control of a highly nonlinear process based on piecewise linear Wiener models

被引:8
|
作者
Shafiee, Ghobad [1 ]
Arefi, MohammadMehdi [1 ]
Jahed-Motlagh, MohammadReza [2 ]
Jalali, AliAkbar [1 ]
机构
[1] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran
[2] Iran Univ Sci & Technol, Dept Comp Engn, Tehran, Iran
关键词
D O I
10.1109/ICELIE.2006.347195
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a nonlinear model predictive control (NMPC based on a piecewise linear wiener model is presented. The nonlinear gain of this particular wiener model is approximated using the piecewise linear functions. This approach retains all the interested properties of the classical linear model predictive control (MTC) and keeps computations easy to solve due to the canonical structure of the nonlinear gain. The presented control scheme is applied to a pH neutralization process and simulation results are compared to linear model predictive control. Simulation results show that the nonlinear controller has better performance without any overshoot in comparison with linear MTC and also less steady-state error in tracking the set-points.
引用
收藏
页码:113 / +
页数:2
相关论文
共 50 条
  • [1] A nonlinear model predictive control system based on Wiener piecewise linear models
    Cervantes, AL
    Agamennoni, OE
    Figueroa, JL
    [J]. JOURNAL OF PROCESS CONTROL, 2003, 13 (07) : 655 - 666
  • [2] Nonlinear predictive control of a polymerization reactor based on piecewise linear Wiener model
    Shafiee, G.
    Arefi, M. M.
    Jahed-Motlagh, M. R.
    Jalali, A. A.
    [J]. CHEMICAL ENGINEERING JOURNAL, 2008, 143 (1-3) : 282 - 292
  • [3] Nonlinear predictive control of a polymerization reactor based on piecewise linear Wiener model
    Shafiee, G.
    Arefi, M.M.
    Jahed-Motlagh, M.R.
    Jalali, A.A.
    [J]. Chemical Engineering Journal, 2008, 143 (1-3): : 282 - 292
  • [4] Nonlinear Model Predictive Control Based on Hammerstein Piecewise Linear Models
    Yue Yaobin
    Li Hongyi
    Shao Wei
    Wu Bing
    [J]. 2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 938 - 942
  • [5] Nonlinear model predictive control based on piecewise linear Hammerstein models
    Zhang, Jian
    Chin, Kwai-Sang
    Lawrynczuk, Maciej
    [J]. NONLINEAR DYNAMICS, 2018, 92 (03) : 1001 - 1021
  • [6] Nonlinear model predictive control based on piecewise linear Hammerstein models
    Jian Zhang
    Kwai-Sang Chin
    Maciej Ławryńczuk
    [J]. Nonlinear Dynamics, 2018, 92 : 1001 - 1021
  • [7] Model predictive control of nonlinear systems using piecewise linear models
    Özkan, L
    Kothare, MV
    Georgakis, C
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2000, 24 (2-7) : 793 - 799
  • [8] Piecewise linear models in model predictive control
    Figueroa, JL
    [J]. LATIN AMERICAN APPLIED RESEARCH, 2001, 31 (04) : 309 - 315
  • [9] Nonlinear Model Based Predictive Control using Wiener and Hammerstein models
    Wellers, M
    Rake, H
    [J]. NONLINEAR CONTROL SYSTEMS DESIGN 1998, VOLS 1& 2, 1998, : 415 - 420
  • [10] Nonlinear model predictive control based on stable Wiener and Hammerstein models
    Wellers, M
    Rake, H
    [J]. NONLINEAR MODEL PREDICTIVE CONTROL, 2000, 26 : 357 - 366