| 273 | 4 | 50 |
| Downloads | Citas | Reads |
Bicycle sharing system has emerged as a new mode of transportation in many big cities over the past decade.Since the large number of bicycle stations distribute widely in the city,it is difficult to identify their unique attributes and characteristics directly.Oriented to the real bicycle hire dataset in Hangzhou,China,the clustering analysis for the bicycle stations based on the temporal flow data was carried out firstly.Then,based on the spatial distribution and temporal attributes of calculated clusters,visual diagram and map were used to vividly analyze the bicycle hire behavior related to station category and study the travel rules of citizens.The experimental results demonstrate the relation between human mobility,the time of day,day of week and the station location.
[1]Borgnat P,Fleury E,Robardet C,et al.Spatial Analysis of Dynamic Movements of Ve'lo'v,Lyon's Shared Bicycle Program[C].Proceedings of the ECCS'09,Complex Systems Society,Warwick,UK,2009.
[2]Ricci M.Bike Sharing:a Review of Evidence on Impacts and Processes of Implementation and Operation[J].Research in Transportation Business&Managemenl,2015,15:28-38.
[3]Martens K.The Bicycle as a Feedering Mode;Experiences from Three European Countries[J].Transportation Research Part D-.Transport and Environment,2004,9(4):281-294.
[4]Shaheen S A,Zhang H,Martin E,et al.Hangzhou Public Bicycle:Understanding Early Adoption and Behavioral Response to Bikesharing in Hangzhou,Chia[J].Transportation Research Record;Journal of the Transportation Research Board,2011(2247):3441.
[5]Mooney P,Corcoran P,Winstanley A.Preliminary Results of a Spatial Analysis of Dublin's Bike Rental Scheme[C].Proceedings of the GIS Research UK 18th Annual Conference,London,UK,2010:149-154.
[6]Benchimol M,Benchimol P,Chappert B,et al.Balancing the Stations of a Self Service"Bike Hire"System[J].RAIROOperations Research,2011,45(1):37-61.
[7]Forma I A,Raviv T,Tzur M.A 3-Step Math Heuristic for the Static Repositioning Problem in Bike-Sharing Systems[J].Transportation Research Part B;Methodological,2015,71:230-247.
[8]Nair R,Miller-Hooks E,Hampshire RC,et al.Large-Scale Vehicle Sharing Systems:Analysis of Velib[J].International Journal of Sustainable Transportation,2013,7(1):85-106.
[9]Froehlich J,Neumann J,Oliver N.Sensing and Predicting the Pulse of the City through Shared Bicycling[C].Proceedings of IJCAI,Pasadena,California,USA,2009:1420-1426.
[10]Kaltenbrunner A,Meza R,Grivolla J,et al.Urban Cycles and Mobility Patterns:Exploring and Predicting Trends in a BicycleBased Public Transport System[J].Pervasive and Mobile Computing,2010,6(4):455466.
[11]Froehlich J,Neumann J,Oliver N.Measuring the Pulse of the City through Shared Bicycle Programs[C].Proceedings of International Workshop on Urban,Communituy,and Social Applications of Networked Sensing Syatems,Raleigh,North Carolina,USA,2008:16-20.
[12]Vogel P,Greiser T,Mattfeld D C.Understanding Bike-Sharing Systems Using Data Mining;Exploring Activity Patterns[J].Procedia-Social and Behavioral Sciences,2011,20:514-523.
[13]Randriamanamihaga A N,C6me E,Oukhellou L,et al Clustering the Velib'Dynamic Origin/Destination Flows Using a Family of Poisson Mixture Models[J].Neurocomputing,2014,141:124-138.
[14]Borgnat P,Abry P,Flandrin P,et al.Shared Bicycles in a City:a Signal Processing and Data Analysis Perspective[J].Advances in Complex Systems,2011,14(3):415438.
[15]Verma M,Srivastava M,Chack N,et al.A Comparative Study of Various Clustering Algorithms in Data Mining[J].International Journal of Engineering Research and Applications,2012,2(3):1379-1384.
[16]Sun J G,Liu J,Zhao L Y.Clustering Algorithms Research[J].Journal of Software,2008,19(1):48-61
[17]Kanungo T,Mount D M,Netanyahu N S,et al.An Efficient kMeans Clustering Algorithm;Analysis and Implementation[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2002,24(7):881-892.
[18]Ahmed M M,Mohamad D B.Segmentation of Brain MR Images for Tumor Extraction by Combining k-means Clustering and Perona-Malik Anisotropic Diffusion Model[J].International Journal of Image Processing,2008,2(1):27-34.
[19]Chitade A Z,Katiyar S K.Colour Based Image Segmentation Using k-Means Clustering[J].International Journal of Engineering Science and Technology,2010,2(10):5319-5325.
[20]Mahdavi M,Abolhassani H.Harmony k-Means Algorithm for Document Clustering[J].Data Mining and Knowledge Discovery,2009,18(3):370-391.
Basic Information:
DOI:10.19884/j.1672-5220.2016.06.024
China Classification Code:TP391.41;TP311.13
Citation Information:
[1]SHI Xiao-ying,YU Zhen-hai,XU Hai-tao ,et al.Clustering the Stations of Bicycle Sharing System[J].Journal of Donghua University (English Edition),2016,33(06):968-972.DOI:10.19884/j.1672-5220.2016.06.024.
Fund Information:
the Public Projects of Zhejiang Province,China(Nos.2016C33110,2015C33067);; National Natural Science Foundations of China(Nos.61602141,61473108,61402141)