An ellipsoidal off-line model predictive control strategy for linear parameter varying systems with applications in chemical processes

被引:71
作者
Bumroongsri, P. [1 ]
Kheawhom, S. [1 ]
机构
[1] Chulalongkorn Univ, Fac Engn, Dept Chem Engn, Bangkok 10330, Thailand
关键词
Off-line model predictive control; Linear parameter varying systems; Scheduling parameter; Continuous stirred tank reactors; MAX MPC ALGORITHM; LPV SYSTEMS; MATRIX INEQUALITIES; NONLINEAR-SYSTEMS; BOUNDED RATES; SUBJECT;
D O I
10.1016/j.sysconle.2012.01.003
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a novel off-line model predictive control strategy for linear parameter varying systems is presented. The on-line computational burdens are reduced by pre-computing off-line the sequences of state feedback gains corresponding to the sequences of nested ellipsoids. The number of sequences of nested ellipsoids constructed is equal to the number of vertices of the polytope. At each sampling instant, the smallest ellipsoid containing the currently measured state is determined in each sequence of ellipsoids and the scheduling parameter is measured. The real-time state feedback gain is calculated by linear interpolation between the corresponding state feedback gains. An overall algorithm is proved to guarantee robust stability. The controller design is illustrated with two examples of continuous stirred tank reactors. Crown Copyright (C) 2012 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:435 / 442
页数:8
相关论文
共 15 条
  • [1] Angeli D, 2000, INT J ROBUST NONLIN, V10, P1091, DOI 10.1002/1099-1239(200011)10:13<1091::AID-RNC518>3.0.CO
  • [2] 2-W
  • [3] A feedback min-max MPC algorithm for LPV systems subject to bounded rates of change of parameters
    Casavola, A
    Famularo, D
    Franzè, G
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2002, 47 (07) : 1147 - 1153
  • [4] Comments on "A feedback min-max MPC algorithm for LPV systems subject to bounded rates of change of parameters"
    Ding, Bao-cang
    Huang, Biao
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2007, 52 (05) : 970 - 970
  • [5] Reformulation of LMI-based stabilisation conditions for non-linear systems in Takagi-Sugeno's form
    Ding, Baocang
    Huang, Biao
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2008, 39 (05) : 487 - 496
  • [6] Improving off-line approach to robust MPC based-on nominal performance cost
    Ding, BaoCang
    Xi, YuGeng
    Cychowski, Marcin T.
    O'Mahony, Thomas
    [J]. AUTOMATICA, 2007, 43 (01) : 158 - 163
  • [7] Robust discrete control of nonlinear processes: Application to chemical reactors
    Garcia-Sandoval, J. P.
    Gonzalez-Alvarez, V.
    Castillo-Toledo, B.
    Pelayo-Ortiz, C.
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2008, 32 (12) : 3246 - 3253
  • [8] Robust constrained model predictive control using linear matrix inequalities
    Kothare, MV
    Balakrishnan, V
    Morari, M
    [J]. AUTOMATICA, 1996, 32 (10) : 1361 - 1379
  • [9] Lofberg J., 2004, IEEE INT S COMP AID, DOI DOI 10.1109/CACSD.2004.1393890
  • [10] Quasi-Min-Max MPC algorithms for LPV systems
    Lu, YH
    Arkun, Y
    [J]. AUTOMATICA, 2000, 36 (04) : 527 - 540