A Tool-Chain for Statistical Spatio-Temporal Model Checking of Bike Sharing Systems

نویسندگان

  • Vincenzo Ciancia
  • Diego Latella
  • Mieke Massink
  • Rytis Paskauskas
  • Andrea Vandin
چکیده

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.

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تاریخ انتشار 2016