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Computing Transience Bounds of Emergency Call Centers: A Hierarchical Timed Petri Net Approach

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

A fundamental issue in the analysis of emergency call centers is to estimate the time needed to return to a congestion-free regime after an unusual event with a massive arrival of calls. Call centers can generally be represented by timed Petri nets with a hierarchical structure, in which several layers describe the successive steps of treatments of calls. We study a continuous approximation of the Petri net dynamics (with infinitesimal tokens). Then, we show that a counter function, measuring the deviation to the stationary regime, coincides with the value function of a semi-Markov decision problem. We establish a finite time convergence result, exploiting the hierarchical structure of the Petri net. We obtain an explicit bound for the transience time, as a function of the initial marking and sojourn times. This is based on methods from the theory of stochastic shortest paths and non-linear Perron–Frobenius theory. We illustrate the bound on a case study of a medical emergency call center.

Original languageEnglish
Title of host publicationApplication and Theory of Petri Nets and Concurrency - 43rd International Conference, PETRI NETS 2022, Proceedings
EditorsLuca Bernardinello, Laure Petrucci
PublisherSpringer Science and Business Media Deutschland GmbH
Pages90-112
Number of pages23
ISBN (Print)9783031066528
DOIs
Publication statusPublished - 1 Jan 2022
Event43rd International Conference on Application and Theory of Petri Nets and Concurrency, PETRI NETS 2022 - Bergen, Norway
Duration: 19 Jun 202224 Jun 2022

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13288 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference43rd International Conference on Application and Theory of Petri Nets and Concurrency, PETRI NETS 2022
Country/TerritoryNorway
CityBergen
Period19/06/2224/06/22

Keywords

  • Continuous Petri Nets
  • Emergency Call Centers
  • Semi-Markov Decision Processes
  • Stationary Regimes
  • Stochastic Shortest Path
  • Timed Petri Nets
  • Transience bound

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