Extension of efficient predictive control to the nonlinear case

被引:5
作者
Bacic, M [1 ]
Cannon, M [1 ]
Kouvaritakis, B [1 ]
机构
[1] Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
关键词
nonlinear predictive control; invariant sets; feedback linearization; quadratic programming;
D O I
10.1002/rnc.982
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The combined use of the closed-loop paradigm, an augmented autonomous state space formulation, partial invariance, local affine difference inclusion, and polytopic invariance are deployed in this paper to propose an NMPC algorithm which, unlike earlier algorithms that have to tackle online a nonlinear non-convex optimization problem, requires the solution of a simple QP. The proposed algorithm is shown to outperform earlier algorithms in respect of size of region of attraction and online computational load. Conversely, for comparable computational loads, the proposed algorithm outperforms earlier algorithms in terms of optimality of dynamic performance. Copyright (c) 2005 John Wiley T Sons, Ltd.
引用
收藏
页码:219 / 231
页数:13
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