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A tool-chain for statistical spatio-temporal model checking of bike sharing systems

Contributo in Atti di convegno
Data di Pubblicazione:
2016
Abstract:
Prominent examples of collective systems are often encountered when analysing smart cities and smart transportation systems. We propose a novel modelling and analysis approach combining statistical model checking, spatio-temporal logics, and simulation. The proposed methodology is applied to modelling and statistical analysis of user behaviour in bike sharing systems. We present a tool-chain that integrates the statistical analysis toolkit MultiVeStA, the spatio-temporal model checker topochecker, and a bike sharing systems simulator based on Markov renewal processes. The obtained tool allows one to estimate, up to a user-specified precision, the likelihood of specific spatio-temporal formulas, such as the formation of clusters of full stations and their temporal evolution.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Statistical Model-checking; Spatial Logics; Spatial Logics Model-checking; Smart cities; Bike-sharing; F.4.1 MATHEMATICAL LOGIC AND FORMAL LANGUAGES. Mathematical Logic; D.2.4 SOFTWARE ENGINEERING. Software/Program Verification
Elenco autori:
Paskauskas, Rytis; Massink, Mieke; Latella, Diego; Ciancia, Vincenzo
Autori di Ateneo:
CIANCIA VINCENZO
LATELLA DIEGO
MASSINK MIEKE
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/318789
Link al Full Text:
https://iris.cnr.it//retrieve/handle/20.500.14243/318789/183496/prod_359672-doc_159246.pdf
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URL

http://link.springer.com/chapter/10.1007/978-3-319-47166-2_46
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