Efficient active set optimization in triple mode MPC

被引:18
作者
Cannon, M
Kouvaritakis, B
Rossiter, JA
机构
[1] Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
[2] Univ Sheffield, Dept Automat Control & Syst Engn, Sheffield S1 3JD, S Yorkshire, England
关键词
constrained control; optimization; predictive control; quadratic programming;
D O I
10.1109/9.940940
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 active set algorithm tailored to quadratically constrained quadratic programming in model predictive control (MPC) is presented. It enables efficient use of augmented ellipsoidal invariant sets in conjunction with polytopic constraints in triple mode MPC. The algorithm gives improved optimality and larger stabilizable initial condition sets than conventional quadratic programming MPC algorithms of comparable online computational burden.
引用
收藏
页码:1307 / 1312
页数:6
相关论文
共 14 条
[1]   2 METHODS FOR LARGE-SCALE NONLINEAR OPTIMIZATION AND THEIR COMPARISON ON A CASE-STUDY OF HYDROPOWER OPTIMIZATION [J].
ARNOLD, E ;
TATJEWSKI, P ;
WOLOCHOWICZ, P .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1994, 81 (02) :221-248
[2]  
Bartlett RA, 2000, P AMER CONTR CONF, P4229, DOI 10.1109/ACC.2000.877018
[3]  
Boyd S, 1994, STUDIES APPL MATH, V15
[4]   Efficient non-linear model based predictive control [J].
Cannon, M ;
Kouvaritakis, B ;
Lee, YI ;
Brooms, AC .
INTERNATIONAL JOURNAL OF CONTROL, 2001, 74 (04) :361-372
[5]  
Fletcher R., 1990, PRACTICAL METHODS OP
[6]   LINEAR-SYSTEMS WITH STATE AND CONTROL CONSTRAINTS - THE THEORY AND APPLICATION OF MAXIMAL OUTPUT ADMISSIBLE-SETS [J].
GILBERT, EG ;
TAN, KT .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1991, 36 (09) :1008-1020
[7]   Efficient robust predictive control [J].
Kouvaritakis, B ;
Rossiter, JA ;
Schuurmans, J .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2000, 45 (08) :1545-1549
[8]  
KOUVARITAKIS B, 2000, P ADCHEM 2000 PIS IT
[9]   ROBUST RECEDING HORIZON CONTROL OF CONSTRAINED NONLINEAR-SYSTEMS [J].
MICHALSKA, H ;
MAYNE, DQ .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1993, 38 (11) :1623-1633
[10]  
Rao CV, 1997, P AMER CONTR CONF, P2940, DOI 10.1109/ACC.1997.611996