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.

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

Ciancia V;Latella D;Massink M;Paskauskas R;
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.
2016
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" - ISTI
Inglese
Tiziana, Margaria; Bernhard, Steffen
Leveraging Applications of Formal Methods, Verification and Validation: Foundational Techniques. 7th International Symposium
657
673
978-3-319-47165-5
http://link.springer.com/chapter/10.1007/978-3-319-47166-2_46
Sì, ma tipo non specificato
10-14 October 2016
Corfu, Greece
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
5
partially_open
Ciancia, V; Latella, D; Massink, M; Paskauskas, R; Vandin, A
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
   A Quantitative Approach to Management and Design of Collective and Adaptive Behaviours
   QUANTICOL
   FP7
   600708
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/318789
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