Bounds on the reachable sets of nonlinear control systems

被引:82
|
作者
Scott, Joseph K. [1 ]
Barton, Paul I. [1 ]
机构
[1] MIT, Dept Chem Engn, Proc Syst Engn Lab, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
Reachability; Invariants; Control systems; Bounding method; Intervals; ORDINARY DIFFERENTIAL-EQUATIONS; CONTINUOUS-TIME SYSTEMS; UNCERTAIN PARAMETERS; DYNAMIC OPTIMIZATION; CHEMICAL-KINETICS; STATE; ODES;
D O I
10.1016/j.automatica.2012.09.020
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 computation of rigorous enclosures of the reachable sets of nonlinear control systems is considered, with a focus on applications for which speed is crucial. Low computational costs make interval methods based on differential inequalities an attractive option. Unfortunately, such methods are prone to large overestimation and often produce useless results in practice. From physical considerations, however, it is common that some crude set is known to contain the reachable set. We establish a general bounding result, based on differential inequalities, which enables the effective use of such sets during the bounding procedure. In the case where this set is a convex polyhedron, an efficient implementation using interval computations is developed. Using readily available physical information from practical examples, this method is shown to provide significant advantages over alternative methods in terms of both efficiency and accuracy. (C) 2012 Elsevier Ltd. All rights reserved.
引用
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页码:93 / 100
页数:8
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