MODEL PREDICTIVE CONTROL OF CONSTRAINED WITH NON LINEAR STOCHASTIC PARAMETERS SYSTEMS

被引:0
|
作者
Dombrovskii, V. V. [1 ,2 ,3 ]
Obyedko, T. U. [4 ]
机构
[1] Tomsk State Univ, Econ Dept, Tomsk, Russia
[2] Tomsk State Univ, Econ Dept, Tech Sci, Tomsk, Russia
[3] Tomsk State Univ, Econ Dept, Dept Math Methods & Informat Technol Econ, Tomsk, Russia
[4] Tomsk State Univ, Fac Appl Math & Cybernet, Tomsk, Russia
关键词
discrete time control systems; model predictive control (MPC); non-linear stochastic parameters; multiplicative noise; constraints; computational methods; stochastic control;
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
In this paper we consider the model predictive control problem of discrete-time systems with non-linear random depended parameters for which only the first and second conditional distribution moments, the conditional autocorrelations and the mutual cross-correlations are known. The open-loop feedback control strategy is derived subject to hard constraints on the control variables. The approach is advantageous because the rich arsenal of methods of non-linear estimation or the results of nonparametric estimation may be used directly for describing characteristics of random parameter sequences.
引用
收藏
页码:5 / 12
页数:8
相关论文
共 50 条
  • [1] Stabilizing Model Predictive Control of Stochastic Constrained Linear Systems
    Bernardini, Daniele
    Bemporad, Alberto
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (06) : 1468 - 1480
  • [2] Model predictive control for drift counteraction of stochastic constrained linear systems ?
    Zidek, Robert A. E.
    Kolmanovsky, Ilya V.
    Bemporad, Alberto
    AUTOMATICA, 2021, 123
  • [3] Scenario-based Model Predictive Control of Stochastic Constrained Linear Systems
    Bernardini, Daniele
    Bemporad, Alberto
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 6333 - 6338
  • [4] Constrained stochastic predictive control of linear systems with uncertain communication
    Hahn, Jannik
    Stursberg, Olaf
    AT-AUTOMATISIERUNGSTECHNIK, 2021, 69 (09) : 771 - 781
  • [5] CONSTRAINED MODEL PREDICTIVE CONTROL ON CONVEX POLYHEDRON STOCHASTIC LINEAR PARAMETER VARYING SYSTEMS
    Yin, Yanyan
    Shi, Yan
    Liu, Fei
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2013, 9 (10): : 4193 - 4204
  • [6] Model predictive control for constrained systems with serially correlated stochastic parameters and portfolio optimization
    Dombrovskii, Vladimir
    Obyedko, Tatyana
    AUTOMATICA, 2015, 54 : 325 - 331
  • [7] An explicit model predictive controller for constrained stochastic linear systems
    Desimini, Riccardo
    Prandini, Maria
    IFAC PAPERSONLINE, 2020, 53 (02): : 11386 - 11391
  • [8] Robust model predictive control of constrained linear systems
    Smith, RS
    PROCEEDINGS OF THE 2004 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2004, : 245 - 250
  • [9] Distributed model predictive control for constrained linear systems
    Ding, Baocang
    Xie, Lihua
    Cai, Wenjian
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2010, 20 (11) : 1285 - 1298
  • [10] Robustifying model predictive control of constrained linear systems
    Mayne, DQ
    Langson, W
    ELECTRONICS LETTERS, 2001, 37 (23) : 1422 - 1423