Symmetric Linear Model Predictive Control

被引:16
作者
Danielson, Claus [1 ]
Borrelli, Francesco [2 ]
机构
[1] Mitsubishi Elect Res Lab, Cambridge, MA 02139 USA
[2] Univ Calif Berkeley, Berkeley, CA 94720 USA
基金
美国国家科学基金会;
关键词
Model predictive control (MPC); SEMIDEFINITE PROGRAMS; REPRESENTATION;
D O I
10.1109/TAC.2014.2373693
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 paper studies symmetry in linear model predictive control (MPC). We define symmetry for model predictive control laws and for model predictive control problems. Properties of both MPC symmetries are studied by using a group theory formalism. We show how to efficiently compute MPC symmetries by transforming the search of MPC symmetry generators into a graph automorphism problem. MPC symmetries are then used to design model predictive control algorithms with reduced complexity. The effectiveness of the proposed approach is shown through a simple large-scale MPC problem whose explicit solution can only be found with the method presented in this paper.
引用
收藏
页码:1244 / 1259
页数:16
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