Instant MPC for Linear Systems and Dissipativity-Based Stability Analysis

被引:17
作者
Yoshida, Keisuke [1 ]
Inoue, Masaki [1 ]
Hatanaka, Takeshi [2 ]
机构
[1] Keio Univ, Dept Appl Phys & Physicoinformat, Yokohama, Kanagawa 2238521, Japan
[2] Osaka Univ, Dept Syst & Control Engn, Osaka 5650871, Japan
来源
IEEE CONTROL SYSTEMS LETTERS | 2019年 / 3卷 / 04期
基金
日本学术振兴会; 日本科学技术振兴机构;
关键词
Model predictive control; dissipativity; optimization embedded control; MODEL-PREDICTIVE CONTROL; OPTIMIZATION; DYNAMICS;
D O I
10.1109/LCSYS.2019.2918095
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This letter is devoted to the concept of instant model predictive control (iMPC) for linear systems. An optimization problem is formulated to express the finite-time constrained optimal regulation control, like conventional Model predictive control (MPC). Then, iMPC determines the control action based on the optimization process rather than the optimizer, unlike MPC. The iMPC concept is realized by a continuous-time dynamic algorithm of solving the optimization; the primal-dual gradient algorithm is directly implemented as a dynamic controller. On the basis of the dissipativity evaluation of the algorithm, the stability of the control system is analyzed. Finally, a numerical experiment is performed in order to demonstrate that iMPC emulates MPC and to show its less computational burden.
引用
收藏
页码:811 / 816
页数:6
相关论文
共 29 条
[1]  
Arrow K., 1958, Studies in Linear and Non-Linear Programming, V2
[2]   The explicit linear quadratic regulator for constrained systems [J].
Bemporad, A ;
Morari, M ;
Dua, V ;
Pistikopoulos, EN .
AUTOMATICA, 2002, 38 (01) :3-20
[3]  
Boyd Stephen P., 2014, Convex Optimization
[4]  
Brogliato B., 2006, Dissipative Systems Analysis and Control
[5]   Fast suboptimal predictive control with guaranteed stability [J].
Cannon, M ;
Kouvaritakis, B .
SYSTEMS & CONTROL LETTERS, 1998, 35 (01) :19-29
[6]   Asymptotic convergence of constrained primal-dual dynamics [J].
Cherukuri, Ashish ;
Mallada, Enrique ;
Cortes, Jorge .
SYSTEMS & CONTROL LETTERS, 2016, 87 :10-15
[7]   Stability of primal-dual gradient dynamics and applications to network optimization [J].
Feijer, Diego ;
Paganini, Fernando .
AUTOMATICA, 2010, 46 (12) :1974-1981
[8]  
Feller C, 2013, 2013 EUROPEAN CONTROL CONFERENCE (ECC), P19
[9]   Economic receding horizon control without terminal constraints [J].
Gruene, Lars .
AUTOMATICA, 2013, 49 (03) :725-734
[10]   Passivity-Based Distributed Optimization With Communication Delays Using PI Consensus Algorithm [J].
Hatanaka, Takeshi ;
Chopra, Nikhil ;
Ishizaki, Takayuki ;
Li, Na .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 63 (12) :4421-4428