Tropical Abstractions of Max-Plus Linear Systems

被引:5
|
作者
Mufid, Muhammad Syifa'ul [1 ]
Adzkiya, Dieky [2 ]
Abate, Alessandro [1 ]
机构
[1] Univ Oxford, Dept Comp Sci, Oxford, England
[2] Inst Teknol Sepuluh Nopember, Dept Math, Surabaya, Indonesia
来源
FORMAL MODELING AND ANALYSIS OF TIMED SYSTEMS, FORMATS 2018 | 2018年 / 11022卷
关键词
MPL system; Tropical algebra; Definite form; Difference-bound matrix; Abstraction; Reachability; REACHABILITY ANALYSIS;
D O I
10.1007/978-3-030-00151-3_16
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper describes the development of finite abstractions of Max-Plus-Linear (MPL) systems using tropical operations. The idea of tropical abstraction is inspired by the fact that an MPL system is a discrete-event model updating its state with operations in the tropical algebra. The abstract model is a finite-state transition system: we show that the abstract states can be generated by operations on the tropical algebra, and that the generation of transitions can be established by tropical multiplications of matrices. The complexity of the algorithms based on tropical algebra is discussed and their performance is tested on a numerical benchmark against an existing alternative abstraction approach.
引用
收藏
页码:271 / 287
页数:17
相关论文
共 50 条
  • [1] Reachability for Interval Max-Plus Linear Systems
    Wang, Cailu
    Tao, Yuegang
    Yang, Peng
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 2392 - 2396
  • [2] Reinforcement Learning for Stochastic Max-Plus Linear Systems
    Subramanian, Vignesh
    Farhadi, Farzaneh
    Soudjani, Sadegh
    2023 62ND IEEE CONFERENCE ON DECISION AND CONTROL, CDC, 2023, : 5631 - 5638
  • [3] Global optimization for max-plus linear systems and applications in distributed systems
    Tao, Yuegang
    Wang, Cailu
    AUTOMATICA, 2020, 119
  • [4] On the set-estimation of uncertain Max-Plus Linear systems
    Espindola-Winck, Guilherme
    Hardouin, Laurent
    Lhommeau, Mehdi
    AUTOMATICA, 2025, 171
  • [5] Finite Abstractions of Stochastic Max-Plus-Linear Systems
    Adzkiya, Dieky
    Soudjani, Sadegh Esmaeil Zadeh
    Abate, Alessandro
    QUANTITATIVE EVALUATION OF SYSTEMS, QEST 2014, 2014, 8657 : 74 - 89
  • [6] Optimal input design for uncertain max-plus linear systems
    Wang, Cailu
    Tao, Yuegang
    Yan, Huaicheng
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2018, 28 (16) : 4816 - 4830
  • [7] Max-plus linear inverse problems: 2-norm regression and system identification of max-plus linear dynamical systems with Gaussian noise
    Hook, James
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2019, 579 : 1 - 31
  • [8] Symbolic Reachability Analysis of High Dimensional Max-Plus Linear Systems
    Mufid, Muhammad Syifa'ul
    Adzkiya, Dieky
    Abate, Alessandro
    IFAC PAPERSONLINE, 2020, 53 (04): : 459 - 465
  • [9] Efficient State-Estimation of Uncertain Max-Plus Linear Systems with High Observation Noise
    Espindola-Winck, Guilherme
    Candido, Renato Markele Ferreira
    Hardouin, Laurent
    Lhommeau, Mehdi
    IFAC PAPERSONLINE, 2022, 55 (28): : 228 - 235
  • [10] Analysis and control of max-plus linear discrete-event systems: An introduction
    De Schutter, Bart
    van den Boom, Ton
    Xu, Jia
    Farahani, Samira S.
    DISCRETE EVENT DYNAMIC SYSTEMS-THEORY AND APPLICATIONS, 2020, 30 (01): : 25 - 54