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
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