基于动态PLS框架的多回路内模控制器设计(英文)

被引:5
作者
胡斌
郑平友
梁军
机构
[1] StateKeyLaboratoryofIndustrialControlTechnology,DepartmentofControlScience&Engineering,ZhejiangUniversity
关键词
internal model controller; partial least squares; latent subspace; servo behavior; disturbance rejection;
D O I
暂无
中图分类号
TP273 [自动控制、自动控制系统];
学科分类号
080201 ; 0835 ;
摘要
In this paper,a multi-loop internal model control(IMC) scheme in conjunction with feed-forward strategy based on the dynamic partial least squares(DyPLS) framework is proposed.Unlike the traditional methods to decouple multi-input multi-output(MIMO) systems,the DyPLS framework automatically decomposes the MIMO process into a multi-loop system in the PLS subspace in the modeling stage.The dynamic filters with identical structure are used to build the dynamic PLS model,which retains the orthogonality among the latent variables.To address the model mismatch problem,an off-line least squares method is applied to obtain a set of optimal filter parameters in each latent space.Without losing the merits of model-based control,a simple and easy-tuned IMC structure is readily carried over to the dynamic PLS control framework.In addition,by projecting the measurable disturbance into the latent subspace,a multi-loop feed-forward control is yielded to achieve better performance for disturbance rejection.Simulation results of a distillation column are used to further demonstrate this new strategy outperforms conventional control schemes in servo behavior and disturbance rejection.
引用
收藏
页码:277 / 285
页数:9
相关论文
共 7 条
  • [1] Latent variable MPC for trajectory tracking in batch processes
    Flores-Cerrillo, J
    MacGregor, JF
    [J]. JOURNAL OF PROCESS CONTROL, 2005, 15 (06) : 651 - 663
  • [2] Multiloop PID controller design using partial least squares decoupling structure
    Chen, JH
    Cheng, YC
    Yea, YZ
    [J]. KOREAN JOURNAL OF CHEMICAL ENGINEERING, 2005, 22 (02) : 173 - 183
  • [3] IMC design for unstable processes with time delays
    Tan, W
    Marquez, HJ
    Chen, TW
    [J]. JOURNAL OF PROCESS CONTROL, 2003, 13 (03) : 203 - 213
  • [4] Partial least square-based model predictive control for large-scale manufacturing processes
    Song, KC
    Jang, PY
    Cho, HB
    Jun, CH
    [J]. IIE TRANSACTIONS, 2002, 34 (10) : 881 - 890
  • [5] Decoupling internal model control for multivariable systems with multiple time delays
    Wang, QG
    Zhang, Y
    Chiu, MS
    [J]. CHEMICAL ENGINEERING SCIENCE, 2002, 57 (01) : 115 - 124
  • [6] Industrial applications of product design through the inversion of latent variable models
    Jaeckle, CM
    MacGregor, JF
    [J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (02) : 199 - 210
  • [7] Recursive PLS algorithms for adaptive data modeling[J] . S. Joe Qin.Computers and Chemical Engineering . 1998 (4)