Adaptive receding horizon control for constrained MIMO systems

被引:117
|
作者
Tanaskovic, Marko [1 ]
Fagiano, Lorenzo [1 ,2 ]
Smith, Roy [1 ]
Morari, Manfred [1 ]
机构
[1] Swiss Fed Inst Technol, Automat Control Lab, Zurich, Switzerland
[2] ABB Switzerland Ltd, Corp Res, Baden, Switzerland
关键词
Adaptive control; Self tuning control; Learning control; Set membership identification; Model predictive control; Control of constrained systems; Impulse response; MODEL-PREDICTIVE CONTROL; COMPLEXITY; MPC;
D O I
10.1016/j.automatica.2014.10.036
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive control algorithm for open-loop stable, constrained, linear, multiple input multiple output systems is presented. The proposed approach can deal with both input and output constraints, as well as measurement noise and output disturbances. The adaptive controller consists of an iterative set membership identification algorithm, that provides a set of candidate plant models at each time step, and a model predictive controller, that enforces input and output constraints for all the plants inside the model set. The algorithm relies only on the solution of standard convex optimization problems that are guaranteed to be recursively feasible. The experimental results obtained by applying the proposed controller to a quad-tank testbed are presented. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3019 / 3029
页数:11
相关论文
共 50 条
  • [1] Implementable receding horizon control for constrained systems
    Lee, JW
    Lim, HJ
    Kwon, WH
    [J]. AUTOMATION IN THE STEEL INDUSTRY: CURRENT PRACTICE AND FUTURE DEVELOPMENTS, 1998, : 187 - 192
  • [2] RECEDING HORIZON CONTROL FOR CONSTRAINED JUMP BILINEAR SYSTEMS
    Wen, Jiwei
    Peng, Li
    Nguang, Sing Kiong
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (12): : 8501 - 8514
  • [3] Characterisation of receding horizon control for constrained linear systems
    Seron, MM
    Goodwin, GC
    De Doná, JA
    [J]. ASIAN JOURNAL OF CONTROL, 2003, 5 (02) : 271 - 286
  • [4] Output feedback receding horizon control of constrained systems
    Goulart, P. J.
    Kerrigan, E. C.
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2007, 80 (01) : 8 - 20
  • [5] Constrained receding horizon predictive control for systems with disturbances
    Lee, YI
    Kouvaritakis, B
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1999, 72 (11) : 1027 - 1032
  • [6] Constrained receding horizon predictive control for nonlinear systems
    Lee, YI
    Kouvaritakis, B
    Cannon, M
    [J]. AUTOMATICA, 2002, 38 (12) : 2093 - 2102
  • [7] A constrained receding horizon control for industrial boiler systems
    Lee, YS
    Kwon, WH
    Kwon, OH
    [J]. MANUFACTURING, MODELING, MANAGEMENT AND CONTROL, PROCEEDINGS, 2001, : 411 - 416
  • [8] Waffle mode mitigation in adaptive optics systems: a constrained Receding Horizon Control approach
    Konnik, Mikhail
    De Dona, Jose
    [J]. 2013 AMERICAN CONTROL CONFERENCE (ACC), 2013, : 3390 - 3396
  • [9] Feasibility of Constrained Receding Horizon Control Implementation in Adaptive Optics
    Konnik, Mikhail V.
    De Dona, Jose
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2015, 23 (01) : 274 - 289
  • [10] On application of constrained receding horizon control in astronomical adaptive optics
    Konnik, Mikhail V.
    De Dona, Jose
    Welsh, James Stuart
    [J]. ADAPTIVE OPTICS SYSTEMS III, 2012, 8447