Reachability computation for polynomial dynamical systems

被引:16
|
作者
Dreossi, Tommaso [1 ]
Dang, Thao [2 ]
Piazza, Carla [3 ]
机构
[1] Univ Calif Berkeley, 253 Cory Hall 1770, Berkeley, CA 94720 USA
[2] Verimag, Ctr Equat, 2 Ave Vignate, F-38610 Gieres, France
[3] Univ Udine, Via Sci 206, I-33100 Udine, Italy
关键词
Reachability; Polynomial dynamical systems; Bernstein coefficients; ALGORITHM; EQUATION; MODEL;
D O I
10.1007/s10703-016-0266-3
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper is concerned with the problem of computing the bounded time reachable set of a polynomial discrete-time dynamical system. The problem is well-known for being difficult when nonlinear systems are considered. In this regard, we propose three reachability methods that differ in the set representation. The proposed algorithms adopt boxes, parallelotopes, and parallelotope bundles to construct flowpipes that contain the actual reachable sets. The latter is a new data structure for the symbolic representation of polytopes. Our methods exploit the Bernstein expansion of polynomials to bound the images of sets. The scalability and precision of the presented methods are analyzed on a number of dynamical systems, in comparison with other existing approaches.
引用
收藏
页码:1 / 38
页数:38
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