Designing online learning algorithms for electric fence placement in dockless bike-sharing system utilizing limited random parking strategies

References

• Aggarwal, Charu C. 2018. “A Survey of Stream Clustering Algorithms.” In Data Clustering, 231–258. London, New York: Chapman and Hall/CRC. https://doi.org/10.1201/9781315373515.
   Google Scholar
• Aljalbout, Elie, Vladimir Golkov, Yawar Siddiqui, Maximilian Strobel, and Daniel Cremers. 2018. “Clustering with Deep Learning: Taxonomy and New Methods.” Preprint arXiv:1801.07648.
   Google Scholar
• Amini, Amineh, Teh Ying Wah, and Hadi Saboohi. 2014. “On Density-Based Data Streams Clustering Algorithms: A Survey.” Journal of Computer Science and Technology 29 (1): 116–141. https://doi.org/10.1007/s11390-014-1416-y.
   Web of Science ®Google Scholar
• Atash, Farhad. 1994. “Redesigning Suburbia for Walking and Transit: Emerging Concepts.” Journal of Urban Planning and Development 120 (1): 48–57. https://doi.org/10.1061/(ASCE)0733-9488(1994)120:1(48).
   Web of Science ®Google Scholar
• Aultman-Hall, Lisa, Matthew Roorda, and Brian W. Baetz. 1997. “Using GIS for Evaluation of Neighborhood Pedestrian Accessibility.” Journal of Urban Planning and Development 123 (1): 10–17. https://doi.org/10.1061/(ASCE)0733-9488(1997)123:1(10).
   Web of Science ®Google Scholar
• Buck, Darren, and Ralph Buehler. 2012. “Bike Lanes and Other Determinants of Capital Bikeshare Trips.” In Transportation Research Board 91st Annual Meeting, Washington DC, United States. https://trid.trb.org/view/1130348.
   Google Scholar
• Cai, Yutong, Ghim Ping Ong, and Qiang Meng. 2023. “Bicycle Sharing Station Planning: From Free-Floating to Geo-Fencing.” Transportation Research Part C: Emerging Technologies 147:103990. https://doi.org/10.1016/j.trc.2022.103990.
   Web of Science ®Google Scholar
• Chaudhuri, D., and A. Samal. 2007. “A Simple Method for Fitting of Bounding Rectangle to Closed Regions.” Pattern Recognition 40 (7): 1981–1989. https://doi.org/10.1016/j.patcog.2006.08.003.
   Web of Science ®Google Scholar
• Chen, Ruoying. 2019. “‘Bike Litter’ and Obligations of the Platform Operators: Lessons From China's Dockless Sharing Bikes.” Computer Law & Security Review 35 (5): 105317. https://doi.org/10.1016/j.clsr.2019.03.011.
   Web of Science ®Google Scholar
• Cheng, Baoquan, Jianchang Li, Hao Su, Kun Lu, Huihua Chen, and Jianling Huang. 2022. “Life Cycle Assessment of Greenhouse Gas Emission Reduction Through Bike-Sharing for Sustainable Cities.” Sustainable Energy Technologies and Assessments 53:102789. https://doi.org/10.1016/j.seta.2022.102789.
   Web of Science ®Google Scholar
• Cheng, Minjiao, and Wenchao Wei. 2020. “An AHP-DEA Approach of the Bike-Sharing Spots Selection Problem in the Free-Floating Bike-Sharing System.” Discrete Dynamics in Nature and Society 2020:7823971.
   Web of Science ®Google Scholar
• Dazhong. 2023. “Shared Bicycles in Some Areas of Jinan are no Longer Allowed to Park Randomly: Electric Fences are Set Up, and Random Parking Requires Payment.” http://jinan.dzwww.com/qcxw/202308/t20230804_12501870.htm.
   Google Scholar
• DiDi Bike. 2022. “DiDi Bike.” https://www.didiglobal.com/travel-service/bike.
   Google Scholar
• Dill, Jennifer, and Kim Voros. 2007. “Factors Affecting Bicycling Demand: Initial Survey Findings From the Portland, Oregon, Region.” Transportation Research Record 2031 (1): 9–17. https://doi.org/10.3141/2031-02.
   Web of Science ®Google Scholar
• Dong, Jian, Bin Chen, Chuan Ai, and Fang Zhang. 2019. “A Spatio-Temporal Flow Model of Dockless Shared Bikes.” In 2019 IEEE 4th International Conference on Data Science in Cyberspace (DSC), 312–317. Hangzhou, China: IEEE. https://doi.org/10.1109/DSC.2019.00054.
   Google Scholar
• Ester, Martin, Hans-Peter Kriegel, Jörg Sander, and Xiaowei Xu. 1996. “A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise.” In KDD, Vol. 96, 226–231. Portland, Oregon: AAAI Press. https://aaai.org/papers/kdd96-037-a-density-based-algorithm-for-discovering-clusters-in-large-spatial-databases-with-noise/
   Google Scholar
• Griswold, Julia B., Aditya Medury, and Robert J. Schneider. 2011. “Pilot Models for Estimating Bicycle Intersection Volumes.” Transportation Research Record 2247 (1): 1–7. https://doi.org/10.3141/2247-01.
   Google Scholar
• Gu, Tianqi, Inhi Kim, and Graham Currie. 2019. “To Be Or Not to Be Dockless: Empirical Analysis of Dockless Bikeshare Development in China.” Transportation Research Part A: Policy and Practice 119:122–147. https://doi.org/10.1016/j.trb.2018.11.013.
   Web of Science ®Google Scholar
• Hoehner, Christine M., Laura K. Brennan Ramirez, Michael B. Elliott, Susan L. Handy, and Ross C. Brownson. 2005. “Perceived and Objective Environmental Measures and Physical Activity Among Urban Adults.” American Journal of Preventive Medicine 28 (2): 105–116. https://doi.org/10.1016/j.amepre.2004.10.023.
   PubMed Web of Science ®Google Scholar
• Hoi, Steven C. H., Doyen Sahoo, Jing Lu, and Peilin Zhao. 2021. “Online Learning: A Comprehensive Survey.” Neurocomputing 459:249–289. https://doi.org/10.1016/j.neucom.2021.04.112.
   Web of Science ®Google Scholar
• Hua, Mingzhuang, Xuewu Chen, Shujie Zheng, Long Cheng, and Jingxu Chen.. 2020. “Estimating the Parking Demand of Free-Floating Bike Sharing: A Journey-Data-based Study of Nanjing, China.” Journal of Cleaner Production 244:118764. https://doi.org/10.1016/j.jclepro.2019.118764.
   Web of Science ®Google Scholar
• Huang, Ganxiang, Wei Zhang, and Di Xu. 2022. “How Do Technology-Enabled Bike-Sharing Services Improve Urban Air Pollution? Empirical Evidence From China.” Journal of Cleaner Production 379:134771. https://doi.org/10.1016/j.jclepro.2022.134771.
   Web of Science ®Google Scholar
• Hurtubia, Ricardo, Rodrigo Mora, and Felipe Moreno. 2021. “The Role of Bike Sharing Stations in the Perception of Public Spaces: A Stated Preferences Analysis.” Landscape and Urban Planning 214:104174. https://doi.org/10.1016/j.landurbplan.2021.104174.
   Web of Science ®Google Scholar
• Institute for Transportation & Development Policy. 2014. “Riding the Bike-Share Boom: The Top Five Components of a Successful System.” https://www.itdp.org/publication/riding-the-bike-share-boom-the-top-five-components-of-a-successful-system/.
   Google Scholar
• Jia, Lulu, Dezhen Yang, Yi Ren, Qiang Feng, Bo Sun, Cheng Qian, Zhifeng Li, and Chenchen Zeng. 2022. “An Electric Fence-Based Intelligent Scheduling Method for Rebalancing Dockless Bike Sharing Systems.” Applied Sciences 12 (10): 5031. https://doi.org/10.3390/app12105031.
   Google Scholar
• Jiang, Mingda, Chao Li, Kehan Li, and Hao Liu. 2021. “Destination Prediction Based on Virtual POI Docks in Dockless Bike-Sharing System.” IEEE Transactions on Intelligent Transportation Systems 23:2457–2470. https://doi.org/10.1109/TITS.2021.3099571.
   Web of Science ®Google Scholar
• Krizek, Kevin J. 2003. “Operationalizing Neighborhood Accessibility for Land Use-Travel Behavior Research and Regional Modeling.” Journal of Planning Education and Research 22 (3): 270–287. https://doi.org/10.1177/0739456X02250315.
   Web of Science ®Google Scholar
• Liu, Yixiao, Wenshan Liu, Rui Zhao, and Lixin Tian. 2023. “Can Docked Bike-Sharing Systems Reach Their Dual Sustainability in Terms of Environmental Benefits and Financial Operations? A Comparative Study From Nanjing, 2017 and 2023.” Sustainability 15 (24): 16738. https://doi.org/10.3390/su152416738.
   Web of Science ®Google Scholar
• Liu, Yixiao, and Lixin Tian. 2021. “A Graded Cluster System to Mine Virtual Stations in Free-Floating Bike-Sharing System on Multi-Scale Geographic View.” Journal of Cleaner Production 281:124692. https://doi.org/10.1016/j.jclepro.2020.124692.
   Web of Science ®Google Scholar
• Lu, Miaojia, Kecheng An, Shu-Chien Hsu, and Rui Zhu. 2019. “Considering User Behavior in Free-Floating Bike Sharing System Design: A Data-Informed Spatial Agent-Based Model.” Sustainable Cities and Society 49:101567. https://doi.org/10.1016/j.scs.2019.101567.
   Web of Science ®Google Scholar
• Ma, Yongfeng, Ziyu Zhang, Shuyan Chen, Yingjiu Pan, Shuqin Hu, and Zeyang Li. 2021. “Investigating the Impact of Spatial-Temporal Grid Size on the Microscopic Forecasting of the Inflow and Outflow Gap in a Free-Floating Bike-Sharing System.” Journal of Transport Geography 96:103208. https://doi.org/10.1016/j.jtrangeo.2021.103208.
   Web of Science ®Google Scholar
• Mangold, Max, Pengxiang Zhao, He Haitao, and Ali Mansourian. 2022. “Geo-Fence Planning for Dockless Bike-Sharing Systems: A GIS-based Multi-Criteria Decision Analysis Framework.” Urban Informatics 1 (1): 17. https://doi.org/10.1007/s44212-022-00013-1.
   Google Scholar
• McCormack, Gavin R., Billie Giles-Corti, and Max Bulsara. 2008. “The Relationship Between Destination Proximity, Destination Mix and Physical Activity Behaviors.” Preventive Medicine 46 (1): 33–40. https://doi.org/10.1016/j.ypmed.2007.01.013.
   PubMed Web of Science ®Google Scholar
• Ministry of Housing and Urban-Rural Development of the People's Republic of China. 2019. “Announcement of the Ministry of Housing and Urban-Rural Development on Issuing the National Standard ‘Urban Comprehensive Transportation System Planning Standard’.” https://www.mohurd.gov.cn/gongkai/fdzdgknr/tzgg/201903/20190320_239844.html.
   Google Scholar
• Noland, Robert B., Michael J. Smart, and Ziye Guo. 2016. “Bikeshare Trip Generation in New York City.” Transportation Research Part A: Policy and Practice 94:164–181.
   Web of Science ®Google Scholar
• O'Brien, Oliver, James Cheshire, and Michael Batty. 2014. “Mining Bicycle Sharing Data for Generating Insights Into Sustainable Transport Systems.” Journal of Transport Geography 34:262–273. https://doi.org/10.1016/j.jtrangeo.2013.06.007.
   Web of Science ®Google Scholar
• Pikora, Terri, Billie Giles-Corti, Fiona Bull, Konrad Jamrozik, and Rob Donovan. 2003. “Developing a Framework for Assessment of the Environmental Determinants of Walking and Cycling.” Social Science & Medicine 56 (8): 1693–1703. https://doi.org/10.1016/S0277-9536(02)00163-6.
   PubMed Web of Science ®Google Scholar
• Qilu. 2023. “Standardize the Management of Shared Bicycle Parking, and Conduct Trial Operation of Jinan Electric Fence.” http://news.iqilu.com/shandong/shandonggedi/20230714/5470680.shtml.
   Google Scholar
• Rixey, R. Alexander 2013. “Station-Level Forecasting of Bikesharing Ridership: Station Network Effects in Three U.S. Systems.” Transportation Research Record 2387 (1): 46–55. https://doi.org/10.3141/2387-06.
   Google Scholar
• Shen, Wei, and Jiao Li. 2018. “Design and Implementation of Parking Monitoring System of Bike Sharing In the Electronic Barrier.” In Proceedings of the 2018 Joint International Advanced Engineering and Technology Research Conference (JIAET 2018), 29–33. Xi'an China: Atlantis Press. https://doi.org/10.2991/jiaet-18.2018.6.
   Google Scholar
• Shen, Yu, Xiaohu Zhang, and Jinhua Zhao. 2018. “Understanding the Usage of Dockless Bike Sharing in Singapore.” International Journal of Sustainable Transportation 12 (9): 686–700. https://doi.org/10.1080/15568318.2018.1429696.
   Web of Science ®Google Scholar
• Shi, Xiaoying, Ziyi Liang, and Dewen Seng. 2023. “Electric Fences for Dockless Bike-Sharing Systems: An Electric Fence-Planning Framework for a Dockless Bike-Sharing System Based on a Land Parcel Subdivision and Regional Coverage Maximization.” IEEE Intelligent Transportation Systems Magazine 15 (2): 58–69. https://doi.org/10.1109/MITS.2022.3181578.
   Web of Science ®Google Scholar
• Shui, C. S., and W. Y. Szeto. 2020. “A Review of Bicycle-Sharing Service Planning Problems.” Transportation Research Part C: Emerging Technologies 117:102648. https://doi.org/10.1016/j.trc.2020.102648.
   Web of Science ®Google Scholar
• Singla, Adish, Marco Santoni, Gábor Bartók, Pratik Mukerji, Moritz Meenen, and Andreas Krause. 2015. “Incentivizing Users for Balancing Bike Sharing Systems.” In Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 29. Austin, Texas, USA: AAAI Press. https://doi.org/10.1609/aaai.v29i1.9251.
   Google Scholar
• Sun, Feiyang, Peng Chen, and Junfeng Jiao. 2018. “Promoting Public Bike-Sharing: A Lesson From the Unsuccessful Pronto System.” Transportation Research Part D: Transport and Environment 63:533–547. https://doi.org/10.1016/j.trd.2018.06.021.
   PubMed Web of Science ®Google Scholar
• Sun, Zhuo, Yiming Li, and Yi Zuo. 2019. “Optimizing the Location of Virtual Stations in Free-Floating Bike-Sharing Systems with the User Demand During Morning and Evening Rush Hours.” Journal of Advanced Transportation 2019:4308509.
   Google Scholar
• Tian, Zihao, Jing Zhou, W. Y. Szeto, Lixin Tian, and Wenbin Zhang. 2020. “The Rebalancing of Bike-Sharing System Under Flow-Type Task Window.” Transportation Research Part C: Emerging Technologies 112:1–27. https://doi.org/10.1016/j.trc.2020.01.015.
   Web of Science ®Google Scholar
• Tran, Tien Dung, Nicolas Ovtracht, and Bruno Faivre d'Arcier. 2015. “Modeling Bike Sharing System Using Built Environment Factors.” Procedia CIRP 30:293–298. https://doi.org/10.1016/j.procir.2015.02.156.
   Google Scholar
• Wang, Kailai, Gulsah Akar, and Yu-Jen Chen. 2018. “Bike Sharing Differences Among Millennials, Gen Xers, and Baby Boomers: Lessons Learnt From New York City's Bike Share.” Transportation Research Part A: Policy and Practice 116:1–14.
   Web of Science ®Google Scholar
• Wang, Jianying, Mei-Po Kwan, Wenpu Cao, Yongxi Gong, Liang Guo, and Yu Liu. 2022. “Assessing Changes in Job Accessibility and Commuting Time Under Bike-Sharing Scenarios.” Transportmetrica A: Transport Science 20 (1): 1–17.
   Web of Science ®Google Scholar
• Wang, Ning, Qiaoqian Liu, Jiahui Guo, and Tong Fang. 2022. “A User-Based Adaptive Joint Relocation Model Combining Electric Car-Sharing and Bicycle-Sharing.” Transportmetrica B: Transport Dynamics 10 (1): 1046–1069.
   Web of Science ®Google Scholar
• Weinreich, Nicolai A., Daniel B. van Diepen, Federico Chiariotti, and Christophe Biscio. 2023. “Automatic Bike Sharing System Planning From Urban Environment Features.” Transportmetrica B: Transport Dynamics 11 (1): 2226347.
   Web of Science ®Google Scholar
• Yang, Xiaoxian, Yueshen Xu, Yishan Zhou, Shengli Song, and Yinchen Wu. 2022. “Demand-Aware Mobile Bike-Sharing Service Using Collaborative Computing and Information Fusion in 5G IoT Environment.” Digital Communications and Networks 8 (6): 984–994. https://doi.org/10.1016/j.dcan.2022.06.004.
   Web of Science ®Google Scholar
• Yu, Qing, Weifeng Li, Dongyuan Yang, and Yingkun Xie. 2021. “Policy Zoning for Efficient Land Utilization Based on Spatio-Temporal Integration Between the Bicycle-Sharing Service and the Metro Transit.” Sustainability 13 (1): 141. https://doi.org/10.3390/su13010141.
   Web of Science ®Google Scholar
• Yu, Qing, Yingkun Xie, Weifeng Li, Haoran Zhang, Xiaolei Liu, Wen-Long Shang, Jinyu Chen, Dongyuan Yang, and Jinyue Yan. 2022. “GPS Data in Urban Bicycle-Sharing: Dynamic Electric Fence Planning with Assessment of Resource-Saving and Potential Energy Consumption Increasement.” Applied Energy 322:119533. https://doi.org/10.1016/j.apenergy.2022.119533.
   Web of Science ®Google Scholar
• Yuan, Xu, Jin Senlin, Zhong Chongxia, Liang Wei, Huang Yan, and Yao Hejun. 2017. “High Accuracy Virtual Electronic Fence Management Technique Based on GNSS.” In 2017 13th IEEE International Conference on Electronic Measurement Instruments (ICEMI), 79–83. Yangzhou, China: IEEE. https://doi.org/10.1109/ICEMI.2017.8265721.
   Google Scholar
• Zhang, Yongping, Diao Lin, and Xiaoyue Cathy Liu. 2019. “Biking Islands in Cities: An Analysis Combining Bike Trajectory and Percolation Theory.” Journal of Transport Geography 80:102497. https://doi.org/10.1016/j.jtrangeo.2019.102497.
   Web of Science ®Google Scholar
• Zhang, Yongping, Diao Lin, and Zhifu Mi. 2019. “Electric Fence Planning for Dockless Bike-Sharing Services.” Journal of Cleaner Production 206:383–393. https://doi.org/10.1016/j.jclepro.2018.09.215.
   Web of Science ®Google Scholar
• Zhao, De, and Ghim Ping Ong. 2021. “Geo-Fenced Parking Spaces Identification for Free-Floating Bicycle Sharing System.” Transportation Research Part A: Policy and Practice 148:49–63.
   Web of Science ®Google Scholar
• Zheng, Yu-Jun, Xin Chen, Hong-Fang Yan, and Min-Xia Zhang. 2023. “Evolutionary Algorithm for Vehicle Routing for Shared E-bicycle Battery Replacement and Recycling.” Applied Soft Computing 135:110023. https://doi.org/10.1016/j.asoc.2023.110023.
   Web of Science ®Google Scholar
• Zhuang, Dingyi, Jian Gang Jin, Yifan Shen, and Wei Jiang. 2021. “Understanding the Bike Sharing Travel Demand and Cycle Lane Network: The Case of Shanghai.” International Journal of Sustainable Transportation 15 (2): 111–123. https://doi.org/10.1080/15568318.2019.1699209.
   Web of Science ®Google Scholar