Efficient nonlinear model predictive control algorithms

被引:109
作者
Cannon, M [1 ]
机构
[1] Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
关键词
receding horizon control; nonlinear programming; computational efficiency;
D O I
10.1016/j.arcontrol.2004.05.001
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 provides a review of computationally efficient approaches to nonlinear model predictive control. The methods considered cover the following areas: tailoring of nonlinear programming algorithms to the structure of the online optimization, use of the optimal control formulation of the receding horizon problem, constraint and cost approximations based on state space partitioning. and reparameterization of the degrees of freedom in predictions. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:229 / 237
页数:9
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