Piecewise Affine Dynamical Models of Petri Nets - Application to Emergency Call Centers

被引:6
作者
Allamigeon, Xavier [1 ,2 ]
Boyet, Marin
Gaubert, Stephane
机构
[1] INRIA, Paris, France
[2] IP Paris, Ecole Polytech, CNRS, CMAP, Paris, France
关键词
Timed Petri net; Performance evaluation; Markov decision process; Tropical geometry; Emergency call center; MARKOV; THEOREM;
D O I
10.3233/FI-2021-2086
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We study timed Petri nets, with preselection and priority routing. We represent the behavior of these systems by piecewise affine dynamical systems. We use tools from the theory of nonexpansive mappings to analyze these systems. We establish an equivalence theorem between priority-free fluid timed Petri nets and semi-Markov decision processes, from which we derive the convergence to a periodic regime and the polynomial-time computability of the throughput. More generally, we develop an approach inspired by tropical geometry, characterizing the congestion phases as the cells of a polyhedral complex. We illustrate these results by a current application to the performance evaluation of emergency call centers in the Paris area. We show that priorities can lead to a paradoxical behavior: in certain regimes, the throughput of the most prioritary task may not be an increasing function of the resources.
引用
收藏
页码:169 / 201
页数:33
相关论文
共 27 条
  • [1] Spectral theorem for convex monotone homogeneous maps, and ergodic control
    Akian, M
    Gaubert, S
    [J]. NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2003, 52 (02) : 637 - 679
  • [2] Akian M, 2016, T AM MATH SOC, V368, P1271
  • [3] Performance Evaluation of an Emergency Call Center: Tropical Polynomial Systems Applied to Timed Petri Nets
    Allamigeon, Xavier
    Boeuf, Vianney
    Gaubert, Stephane
    [J]. FORMAL MODELING AND ANALYSIS OF TIMED SYSTEMS (FORMATS 2015), 2015, 9268 : 10 - 26
  • [4] [Anonymous], 1994, Classics in Applied Mathematics
  • [5] [Anonymous], 2012, NONLINEAR PERRON FRO
  • [6] Baccelli F., 1992, Synchronization and Linearity: An Algebra for Discrete Event Systems
  • [7] A stochastic analysis of a network with two levels of service
    Boeuf, Vianney
    Robert, Philippe
    [J]. QUEUEING SYSTEMS, 2019, 92 (3-4) : 203 - 232
  • [8] Cohen G, 1995, PROCEEDINGS OF THE 34TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, P2029, DOI 10.1109/CDC.1995.480646
  • [9] Cohen G., 1998, COLLECTION ISAAC NEW, P145
  • [10] SOME RELATIONS BETWEEN NONEXPANSIVE AND ORDER PRESERVING MAPPINGS
    CRANDALL, MG
    TARTAR, L
    [J]. PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY, 1980, 78 (03) : 385 - 390