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
相关论文
共 50 条
  • [1] Reachability computation for polynomial dynamical systems
    Tommaso Dreossi
    Thao Dang
    Carla Piazza
    Formal Methods in System Design, 2017, 50 : 1 - 38
  • [2] Sapo: Reachability Computation and Parameter Synthesis of Polynomial Dynamical Systems
    Dreossi, Tommaso
    PROCEEDINGS OF THE 20TH INTERNATIONAL CONFERENCE ON HYBRID SYSTEMS: COMPUTATION AND CONTROL (PART OF CPS WEEK) (HSCC' 17), 2017, : 29 - 34
  • [3] Approximate reachability computation for polynomial systems
    Dang, T
    HYBRID SYSTEMS: COMPUTATION AND CONTROL, PROCEEDINGS, 2006, 3927 : 138 - 152
  • [4] Image Computation for Polynomial Dynamical Systems Using the Bernstein Expansion
    Dang, Thao
    Salinas, David
    COMPUTER AIDED VERIFICATION, PROCEEDINGS, 2009, 5643 : 219 - 232
  • [5] Iterative Computation of Polyhedral Invariants Sets for Polynomial Dynamical Systems
    Ben Sassi, Mohamed Amin
    Girard, Antoine
    Sankaranarayanan, Sriram
    2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 6348 - 6353
  • [6] Reachability in linear dynamical systems
    Hainry, Emmanuel
    LOGIC AND THEORY OF ALGORITHMS, 2008, 5028 : 241 - 250
  • [7] Computation of polytopic invariants for polynomial dynamical systems using linear programming
    Ben Sassi, Mohamed Amin
    Girard, Antoine
    AUTOMATICA, 2012, 48 (12) : 3114 - 3121
  • [8] Reachability Analysis for Solvable Dynamical Systems
    Gan, Ting
    Chen, Mingshuai
    Li, Yangjia
    Xia, Bican
    Zhan, Naijun
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 63 (07) : 2003 - 2018
  • [9] Checking Algebraic Reachability of Polynomial and Rational Systems
    Nemcova, Jana
    van Schuppen, Jan H.
    IFAC PAPERSONLINE, 2017, 50 (01): : 12119 - 12124
  • [10] Backward Reachability for Polynomial Systems on a Finite Horizon
    Yin, He
    Arcak, Murat
    Packard, Andrew
    Seiler, Peter
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 66 (12) : 6025 - 6032