On control of discrete-time state-dependent jump linear systems with probabilistic constraints: A receding horizon approach

被引:19
作者
Chitraganti, Shaikshavali [1 ]
Aberkane, Samir [1 ]
Aubrun, Christophe [1 ]
Valencia-Palomo, Guillermo [2 ]
Dragan, Vasile [3 ]
机构
[1] Univ Lorraine, CRAN CNRS UMR 7039, F-54500 Vandoeuvre Les Nancy, France
[2] Inst Tecnol Hermosillo, Mexico City 83170, DF, Mexico
[3] Romanian Acad, Inst Math Simon Stoilow, Bucharest, Romania
关键词
Jump linear systems; Stochastic model predictive control; Probabilistic state constraints; Linear state-feedback; Second moment stability; MODEL-PREDICTIVE CONTROL; STOCHASTIC STABILITY; FEEDBACK-CONTROL; SUBJECT;
D O I
10.1016/j.sysconle.2014.10.008
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 article, we consider a receding horizon control of discrete-time state-dependent jump linear systems, a particular kind of stochastic switching systems, subject to possibly unbounded random disturbances and probabilistic state constraints. Due to the nature of the dynamical system and the constraints, we consider a one-step receding horizon. Using inverse cumulative distribution function, we convert the probabilistic state constraints to deterministic constraints, and obtain a tractable deterministic receding horizon control problem. We consider the receding horizon control law to have a linear state-feedback and an admissible offset term. We ensure mean square boundedness of the state variable via solving linear matrix inequalities off-line, and solve the receding horizon control problem online with control offset terms. We illustrate the overall approach applied on a macroeconomic system. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:81 / 89
页数:9
相关论文
共 46 条
[1]  
[Anonymous], 1974, THESIS U SO CALIFORN
[2]  
[Anonymous], 2001, LECT MODERN CONVEX O
[3]  
[Anonymous], 2013, Stochastic Programming
[4]  
Arnold T., 2013, 1009 MATHEON, V1009, P1
[5]  
Bemporad A, 1999, LECT NOTES CONTR INF, V245, P207
[6]   OPTIMAL REPLACEMENT UNDER A GENERAL FAILURE MODEL [J].
BERGMAN, B .
ADVANCES IN APPLIED PROBABILITY, 1978, 10 (02) :431-451
[7]   FEEDBACK-CONTROL OF A CLASS OF LINEAR DISCRETE SYSTEMS WITH JUMP PARAMETERS AND QUADRATIC COST CRITERIA [J].
BLAIR, WP ;
SWORDER, DD .
INTERNATIONAL JOURNAL OF CONTROL, 1975, 21 (05) :833-841
[8]  
Boukas E.-K., 2006, CONTROL ENGN SER BIR
[9]   MANUFACTURING FLOW-CONTROL AND PREVENTIVE MAINTENANCE - A STOCHASTIC-CONTROL APPROACH [J].
BOUKAS, EK ;
HAURIE, A .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1990, 35 (09) :1024-1031
[10]  
Camacho E.F., 2004, MODEL PREDICTIVE CON, V2