Contractive model predictive control with local linearization for nonlinear systems

被引:0
|
作者
De Oliveira, SL [1 ]
Morari, M [1 ]
机构
[1] CALTECH, Pasadena, CA 91125 USA
来源
关键词
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
Most model predictive control (MPC) schemes in the literature designed for constrained nonlinear systems involve the solution of nonlinear programming problems (NLPs). Due to the difficulties inherent to solving NLPs and since MPC requires the optimal (feasible) solution to be computed on-line and at each time step, it is important to simplify the controller from a computational point of view. Furthermore, many nonlinear MPC controllers do not provide any stability or performance guarantees for the closed-loop system. In this paper we propose a stabilizing MPC controller which can be implemented as a quadratic programming (QP) problem. Because we use local linear approximations of the nonlinear plant for prediction and because stability is guaranteed through the introduction of an additional state constraint in the optimization called contractive constraint, this scheme has been denoted contractive MPC with local linearization.
引用
收藏
页码:403 / 431
页数:29
相关论文
共 50 条
  • [2] Contractive model predictive control for constrained nonlinear systems
    Kothare, SLD
    Morari, M
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2000, 45 (06) : 1053 - 1071
  • [3] Decentralized model predictive control of nonlinear continuous systems with contractive constraints
    Cai, Xing
    Xie, Lei
    Sun, Pei
    [J]. 2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 1187 - 1192
  • [4] Noncausal Lifting Linearization for Nonlinear Dynamic Systems Under Model Predictive Control
    Park, Seho
    Pangborn, Herschel C.
    [J]. 2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, : 1776 - 1781
  • [5] LOCAL MODEL NETWORKS FOR MODELLING AND PREDICTIVE CONTROL OF NONLINEAR SYSTEMS
    Novak, Jakub
    Chalupa, Petr
    Bobal, Vladimir
    [J]. 23RD EUROPEAN CONFERENCE ON MODELLING AND SIMULATION (ECMS 2009), 2009, : 557 - 562
  • [6] Model-free Predictive Control of Nonlinear Systems Based on Linearization of Partial Format
    Su, Chengli
    Zhang, Guanghui
    Liu, Bin
    Hu, Yuansheng
    [J]. 2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 2624 - 2628
  • [7] Nonlinear Model Predictive Control using Feedback Linearization and Local Inner Convex Constraint Approximations
    Simon, Daniel
    Lofberg, Johan
    Glad, Torkel
    [J]. 2013 EUROPEAN CONTROL CONFERENCE (ECC), 2013, : 2056 - 2061
  • [8] Nonlinear model predictive control based on fuzzy linearization technique
    Lv Hongli
    Jia Lei
    [J]. Proceedings of the 24th Chinese Control Conference, Vols 1 and 2, 2005, : 1103 - 1106
  • [9] Nonlinear Model Predictive Control with Input-output Linearization
    Kong, Xiao-Bing
    Chen, Ying-jie
    Liu, Xiang-Jie
    [J]. PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 688 - 693
  • [10] Distributed Quasi-Nonlinear Model Predictive Control with Contractive Constraint
    Grancharova, Alexandra
    Johansen, Tor A.
    [J]. IFAC PAPERSONLINE, 2018, 51 (20): : 41 - 47