An algorithm for multi-parameffic quadratic programming and explicit MPC solutions

被引:391
作者
Tondel, P [1 ]
Johansen, TA
Bemporad, A
机构
[1] Norwegian Univ Sci & Technol, Dept Engn Cybernet, N-7491 Trondheim, Norway
[2] Univ Siena, Dipartimento Ingn Informaz, I-53100 Siena, Italy
关键词
linear quadratic regulators; piecewise linear controllers; constraints; predictive control;
D O I
10.1016/S0005-1098(02)00250-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Explicit solutions to constrained linear model predictive control problems can be obtained by solving multi-parametric quadratic programs (mp-QP) where the parameters are the components of the state vector. We study the properties of the polyhedral partition of the state space induced by the multi-parametric piecewise affine solution and propose a new mp-QP solver. Compared to existing algorithms, our approach adopts a different exploration strategy for subdividing the parameter space, avoiding unnecessary partitioning and QP problem solving, with a significant improvement of efficiency. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:489 / 497
页数:9
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