In this paper we explore the combination of novel spatio-temporal model-checking techniques, and of a recently developed model-based approach to the study of bike sharing systems, in order to detect, visualize and investigate potential problems with bike sharing system configurations. In particular the formation and dynamics of clusters of full stations is explored. Such clusters are likely to be related to the difficulties of users to find suitable parking places for their hired bikes and show up as surprisingly long cycling trips in the trip duration statistics of real bike sharing systems of both small and large cities. Spatio- temporal analysis of the pattern formation may help to explain the phenomenon and possibly lead to alternative bike repositioning strategies aiming at the reduction of the size of such clusters and improving the quality of service.

Exploring spatio-temporal properties of bike-sharing systems

Ciancia V;Latella D;Massink M;Paskauskas R
2015

Abstract

In this paper we explore the combination of novel spatio-temporal model-checking techniques, and of a recently developed model-based approach to the study of bike sharing systems, in order to detect, visualize and investigate potential problems with bike sharing system configurations. In particular the formation and dynamics of clusters of full stations is explored. Such clusters are likely to be related to the difficulties of users to find suitable parking places for their hired bikes and show up as surprisingly long cycling trips in the trip duration statistics of real bike sharing systems of both small and large cities. Spatio- temporal analysis of the pattern formation may help to explain the phenomenon and possibly lead to alternative bike repositioning strategies aiming at the reduction of the size of such clusters and improving the quality of service.
2015
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" - ISTI
978-1-4673-8439-1
Modal Logics
Model Checking
Simulation
Closure Spaces
File in questo prodotto:
File Dimensione Formato  
prod_346075-doc_108605.pdf

solo utenti autorizzati

Descrizione: Exploring spatio-temporal properties of bike-sharing systems
Tipologia: Versione Editoriale (PDF)
Dimensione 1.41 MB
Formato Adobe PDF
1.41 MB Adobe PDF   Visualizza/Apri   Richiedi una copia
prod_346075-doc_159241.pdf

accesso aperto

Descrizione: postprint version
Tipologia: Versione Editoriale (PDF)
Dimensione 822.69 kB
Formato Adobe PDF
822.69 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/310060
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 37
  • ???jsp.display-item.citation.isi??? 29
social impact