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2019 | OriginalPaper | Buchkapitel

Unlock a Bike, Unlock New York: A Study of the New York Citi Bike System

verfasst von : Yinghao Chen, Zhiyuan Liu, Di Huang

Erschienen in: Intelligent Interactive Multimedia Systems and Services

Verlag: Springer International Publishing

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Abstract

As urban populations grow, there is a growing need for efficient and sustainable modes, such as bicycling. The shortage of bicycle demand data is a barrier to design, planning, and research efforts in bicycle transportation before. In July 2013, the New York City implements the bike-sharing system, Citi Bike, and makes their data available for analysis. Data used in this study includes the information about active stations, average bicycles available, total annual membership, maintenance issues, events of vandalism and calls and emails to system center. Through statistic description, partial correlation analysis and principle component analysis, final variables are obtained. Finally, a Poisson regression model was adopted for the analysis. The analysis results are useful for understanding the influential factors including temperatures and weathers, which reflected by seasons generally, and supplements associated with rules or policy of bike-sharing system. In addition, the inferential results of these models provide guidance on future planning of station and bike supplement.

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Literatur
Zurück zum Zitat Faghih-Imani, A., Eluru, N.: Incorporating the impact of spatio-temporal interactions on bicycle sharing system demand: a case study of New York CitiBike system. J. Transp. Geogr. 54, 218–227 (2016)CrossRef Faghih-Imani, A., Eluru, N.: Incorporating the impact of spatio-temporal interactions on bicycle sharing system demand: a case study of New York CitiBike system. J. Transp. Geogr. 54, 218–227 (2016)CrossRef
Zurück zum Zitat Borgnat, P., Abry, P., Flandrin, P., Robardet, C., Rouquier, J.-B., Fleury, E.: Shared bicy- cles in a city: a signal processing and data analysis perspective. Adv. Complex Syst. 14(03), 415–438 (2011)CrossRef Borgnat, P., Abry, P., Flandrin, P., Robardet, C., Rouquier, J.-B., Fleury, E.: Shared bicy- cles in a city: a signal processing and data analysis perspective. Adv. Complex Syst. 14(03), 415–438 (2011)CrossRef
Zurück zum Zitat Fishman, E.: Bikeshare: a review of recent literature. Transp. Rev. 36, 92–113 (2015)CrossRef Fishman, E.: Bikeshare: a review of recent literature. Transp. Rev. 36, 92–113 (2015)CrossRef
Zurück zum Zitat Fuller, D., Gauvin, L., Kestens, Y., Daniel, M., Fournier, M., Morency, P., Drouin, L.: Use of a new public bicycle share program in Montreal. Canada. Am. J. Prev. Med. 41(1), 80–83 (2011)CrossRef Fuller, D., Gauvin, L., Kestens, Y., Daniel, M., Fournier, M., Morency, P., Drouin, L.: Use of a new public bicycle share program in Montreal. Canada. Am. J. Prev. Med. 41(1), 80–83 (2011)CrossRef
Zurück zum Zitat Faghih-Imani, A., Eluru, N.: Analyzing bicycle sharing system user destination choice preferences: an investigation of Chicago’s Divvy system. J. Transp. Geogr. 44, 53–64 (2015)CrossRef Faghih-Imani, A., Eluru, N.: Analyzing bicycle sharing system user destination choice preferences: an investigation of Chicago’s Divvy system. J. Transp. Geogr. 44, 53–64 (2015)CrossRef
Zurück zum Zitat Faghih-Imani, A., Eluru, N., El-Geneidy, A., Rabbat, M., Haq, U.: How land-use and urban form impact bicycle flows: evidence from the bicycle-sharing system (BIXI) in Montreal. J. Transp. Geogr. 41, 306–314 (2014)CrossRef Faghih-Imani, A., Eluru, N., El-Geneidy, A., Rabbat, M., Haq, U.: How land-use and urban form impact bicycle flows: evidence from the bicycle-sharing system (BIXI) in Montreal. J. Transp. Geogr. 41, 306–314 (2014)CrossRef
Zurück zum Zitat Giot, R., Cherrier, R.: Predicting bikeshare system usage up to one day ahead. In: IEEE Symposium Series in Computational Intelligence 2014. Workshop on Computational Intelligence in Vehicles and Transportation Systems, pp. 1–8 (2014) Giot, R., Cherrier, R.: Predicting bikeshare system usage up to one day ahead. In: IEEE Symposium Series in Computational Intelligence 2014. Workshop on Computational Intelligence in Vehicles and Transportation Systems, pp. 1–8 (2014)
Zurück zum Zitat González, F., Melo-Riquelme, C., de Grange, L.: A combined destination and route choice model for a bicycle sharing system. Transportation 43, 407–423 (2015)CrossRef González, F., Melo-Riquelme, C., de Grange, L.: A combined destination and route choice model for a bicycle sharing system. Transportation 43, 407–423 (2015)CrossRef
Zurück zum Zitat Han, Y., Côme, E., Oukhellou, L.: Towards bicycle demand prediction of large-scale bicycle sharing system. Presented at Transportation Research Board 93rd Annual Meeting, No. 14–2637 (2014) Han, Y., Côme, E., Oukhellou, L.: Towards bicycle demand prediction of large-scale bicycle sharing system. Presented at Transportation Research Board 93rd Annual Meeting, No. 14–2637 (2014)
Zurück zum Zitat Jin, S., Qu, X., Zhou, D., Xu, C., Ma, D., Wang, D.: Estimating cycleway capacity and bicycle equivalent units for electric bicycles. Transp. Res. Part A 77, 225–248 (2015) Jin, S., Qu, X., Zhou, D., Xu, C., Ma, D., Wang, D.: Estimating cycleway capacity and bicycle equivalent units for electric bicycles. Transp. Res. Part A 77, 225–248 (2015)
Zurück zum Zitat Kaltenbrunner, A., Meza, R., Grivolla, J., Codina, J., Banchs, R.: Urban cycles and mobility patterns: exploring and predicting trends in a bicycle-based public transport system. Pervasive Mob. Comput. 6(4), 455–466 (2010)CrossRef Kaltenbrunner, A., Meza, R., Grivolla, J., Codina, J., Banchs, R.: Urban cycles and mobility patterns: exploring and predicting trends in a bicycle-based public transport system. Pervasive Mob. Comput. 6(4), 455–466 (2010)CrossRef
Zurück zum Zitat Liu, Z., Yan, Y., Qu, X., Zhang, Y.: Bus stop-skipping scheme with random travel time. Transp. Res. Part C 35, 46–56 (2013)CrossRef Liu, Z., Yan, Y., Qu, X., Zhang, Y.: Bus stop-skipping scheme with random travel time. Transp. Res. Part C 35, 46–56 (2013)CrossRef
Zurück zum Zitat Meng, Q., Qu, X.: Estimation of vehicle crash frequencies in road tunnels. Accid. Anal. Prev. 48, 254–263 (2012)CrossRef Meng, Q., Qu, X.: Estimation of vehicle crash frequencies in road tunnels. Accid. Anal. Prev. 48, 254–263 (2012)CrossRef
Zurück zum Zitat Midgley, P.: The role of smart bike-sharing systems in urban mobility. Journeys 2, 23–31 (2009) Midgley, P.: The role of smart bike-sharing systems in urban mobility. Journeys 2, 23–31 (2009)
Zurück zum Zitat Murphy, E., Usher, J.: The role of bicycle-sharing in the city: analysis of the Irish ex-perience. Int. J. Sustain. Transp. 9, 116–125 (2015)CrossRef Murphy, E., Usher, J.: The role of bicycle-sharing in the city: analysis of the Irish ex-perience. Int. J. Sustain. Transp. 9, 116–125 (2015)CrossRef
Zurück zum Zitat O’Brien, O., Cheshire, J., Batty, M.: Mining bicycle sharing data for generating in-sights into sustainable transport systems. J. Transp. Geogr. 34, 262–273 (2014)CrossRef O’Brien, O., Cheshire, J., Batty, M.: Mining bicycle sharing data for generating in-sights into sustainable transport systems. J. Transp. Geogr. 34, 262–273 (2014)CrossRef
Zurück zum Zitat Qu, X., Zhang, J., Wang, S.: On the stochastic fundamental diagram for freeway traffic: model development, analytical properties, validation, and extensive applications. Transp. Res. Part B 104, 256–271 (2017)CrossRef Qu, X., Zhang, J., Wang, S.: On the stochastic fundamental diagram for freeway traffic: model development, analytical properties, validation, and extensive applications. Transp. Res. Part B 104, 256–271 (2017)CrossRef
Zurück zum Zitat Noland, R.B., Smart, M.J., Guo, Z.: Bikeshare trip generation in New York city. Transp. Res. Part A 94, 164–181 (2016) Noland, R.B., Smart, M.J., Guo, Z.: Bikeshare trip generation in New York city. Transp. Res. Part A 94, 164–181 (2016)
Zurück zum Zitat Rudloff, C., Lackner, B.: Modeling demand for bikesharing systems: neighboring sta-tions as source for demand and reason for structural breaks. Transp. Res. Rec. 2430, 1–11 (2014)CrossRef Rudloff, C., Lackner, B.: Modeling demand for bikesharing systems: neighboring sta-tions as source for demand and reason for structural breaks. Transp. Res. Rec. 2430, 1–11 (2014)CrossRef
Metadaten
Titel
Unlock a Bike, Unlock New York: A Study of the New York Citi Bike System
verfasst von
Yinghao Chen
Zhiyuan Liu
Di Huang
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-92231-7_37