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Fluid analysis of spatio-temporal properties of agents in a population model

BORTOLUSSI, LUCA
•
Tschaikowski, Max
2016
  • conference object

Periodico
LECTURE NOTES IN COMPUTER SCIENCE
Abstract
We consider large stochastic population models in which heterogeneous agents are interacting locally and moving in space. These models are very common, e.g. in the context of mobile wireless networks, crowd dynamics, traffic management, but they are typically very hard to analyze, even when space is discretized in a grid. Here we consider individual agents and look at their properties, e.g. quality of service metrics in mobile networks. Leveraging recent results on the combination of stochastic approximation with formal verification, and of fluid approximation of spatio-temporal population processes, we devise a novel mean-field based approach to check such behaviors, which requires the solution of a low-dimensional set of Partial Differential Equation, which is shown to be much faster than simulation. We prove the correctness of the method and validate it on a mobile peer-to-peer network example.
DOI
10.1007/978-3-319-43904-4_7
WOS
WOS:000389338600007
Archivio
http://hdl.handle.net/11368/2882804
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84981277859
http://link.springer.com/chapter/10.1007%2F978-3-319-43904-4_7
Diritti
closed access
license:digital rights management non definito
FVG url
https://arts.units.it/request-item?handle=11368/2882804
Soggetti
  • Fluid Approximation, ...

Scopus© citazioni
1
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
1
Data di acquisizione
Mar 15, 2024
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