ANALYSIS AND DESIGN OF UNCONSTRAINED NONLINEAR MPC SCHEMES FOR FINITE AND INFINITE DIMENSIONAL SYSTEMS

被引:124
作者
Gruene, Lars [1 ]
机构
[1] Univ Bayreuth, Math Inst, D-95440 Bayreuth, Germany
关键词
model predictive control; suboptimality; stability; controllability; linear programming; controller design; infinite dimensional system; MODEL-PREDICTIVE CONTROL; RECEDING HORIZON CONTROL; STABILITY; OPTIMALITY;
D O I
10.1137/070707853
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a technique for computing stability and performance bounds for unconstrained nonlinear model predictive control (MPC) schemes. The technique relies on controllability properties of the system under consideration, and the computation can be formulated as an optimization problem whose complexity is independent of the state space dimension. Based on the insight obtained from the numerical solution of this problem, we derive design guidelines for nonlinear MPC schemes which guarantee stability of the closed loop for small optimization horizons. These guidelines are illustrated by a finite and an finite dimensional example.
引用
收藏
页码:1206 / 1228
页数:23
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