Multi-source data-driven prediction for the dynamic pickup demand of one-way carsharing systems

References

• Boyacı, B., K. G. Zografos, and N. Geroliminis. 2017. “An Integrated Optimization-Simulation Framework for Vehicle and Personnel Relocations of Electric Carsharing Systems With Reservations.” Transportation Research Part B: Methodological 95: 214–237. doi: 10.1016/j.trb.2016.10.007
   Web of Science ®Google Scholar
• Breiman, L. 2001. “Random Forests.” Machine Learning 45 (1): 5–32. doi: 10.1023/A:1010933404324
   Web of Science ®Google Scholar
• Cao, G., L. Wang, Y. Jin, J. Yu, W. Ma, Q. Liu, A. He, and T. Fu. 2016. “Determination of the Vehicle Relocation Triggering Threshold in Electric Car-Sharing System.” In Chinese Intelligent Systems Conference, 11–22. Singapore: Springer.
   Google Scholar
• Chen, T. D., and K. M. Kockelman. 2016. “Carsharing’s Life-Cycle Impacts on Energy Use and Greenhouse Gas Emissions.” Transportation Research Part D: Transport and Environment 47: 276–284. doi: 10.1016/j.trd.2016.05.012
   Web of Science ®Google Scholar
• Chen, T. D., K. M. Kockelman, and J. P. Hanna. 2016. “Operations of a Shared, Autonomous, Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions.” Transportation Research Part A: Policy and Practice 94: 243–254.
   Web of Science ®Google Scholar
• Chen, X., H. Zheng, Z. Wang, and X. Chen. 2018. “Exploring Impacts of On-Demand Ridesplitting on Mobility via Real-World Ridesourcing Data and Questionnaires.” Transportation. doi:10.1007/s11116-018-9916-1.
   Google Scholar
• Cheng, Y., X. Chen, X. Ding, and L. Zeng. 2019. “Optimizing Location of Car-Sharing Stations Based on Potential Travel Demand and Present Operation Characteristics: The Case of Chengdu.” Journal of Advanced Transportation 2019: 1–13. doi:10.1155/2019/7546303.
   Web of Science ®Google Scholar
• Correia, G. H. D. A., D. R. Jorge, and D. M. Antunes. 2014. “The Added Value of Accounting for Users’ Flexibility and Information on the Potential of a Station-Based One-Way Car-Sharing System: An Application in Lisbon, Portugal.” Journal of Intelligent Transportation Systems 18 (3): 299–308. doi: 10.1080/15472450.2013.836928
   Web of Science ®Google Scholar
• Cucu, T., L. Ion, Y. Ducq, and J. M. Boussier. 2009. “Management of a Public Transportation Service: Carsharing Service.” The 6th International Conference on Theory and Practice in Performance Measurement and Management, Dunedin, New Zealand, 1–15.
   Google Scholar
• de Almeida Correia, G. H., and A. P. Antunes. 2012. “Optimization Approach to Depot Location and Trip Selection in One-Way Carsharing Systems.” Transportation Research Part E: Logistics and Transportation Review 48 (1): 233–247. doi: 10.1016/j.tre.2011.06.003
   Web of Science ®Google Scholar
• Firnkorn, J., and M. Müller. 2011. “What Will Be the Environmental Effects of New Free-Floating Car-Sharing Systems? The Case of Car2go in Ulm.” Ecological Economics 70 (8): 1519–1528. doi: 10.1016/j.ecolecon.2011.03.014
   Web of Science ®Google Scholar
• Herbawi, W., M. Knoll, M. Kaiser, and W. Gruel. 2016. “An Evolutionary Algorithm for the Vehicle Relocation Problem in Free Floating Carsharing.” 2016 IEEE Congress on Evolutionary Computation (CEC), 2873–2879. IEEE. doi:10.1109/CEC.2016.7744152.
   Google Scholar
• Hu, S., P. Chen, H. Lin, C. Xie, and X. Chen. 2018. “Promoting Carsharing Attractiveness and Efficiency: An Exploratory Analysis.” Transportation Research Part D: Transport and Environment 65: 229–243. doi: 10.1016/j.trd.2018.08.015
   Web of Science ®Google Scholar
• Huang, K., G. H. de Almeida Correia, and K. An. 2018. “Solving the Station-Based One-Way Carsharing Network Planning Problem With Relocations and Non-Linear Demand.” Transportation Research Part C: Emerging Technologies 90: 1–17. doi: 10.1016/j.trc.2018.02.020
   Web of Science ®Google Scholar
• Illgen, S., and M. Höck. 2018. “Electric Vehicles in Car Sharing Networks – Challenges and Simulation Model Analysis.” Transportation Research Part D: Transport and Environment 63: 377–387. doi: 10.1016/j.trd.2018.06.011
   Web of Science ®Google Scholar
• Jian, S., T. H. Rashidi, K. P. Wijayaratna, and V. V. Dixit. 2016. “A Spatial Hazard-Based Analysis for Modelling Vehicle Selection in Station-Based Carsharing Systems.” Transportation Research Part C: Emerging Technologies 72: 130–142. doi: 10.1016/j.trc.2016.09.008
   Web of Science ®Google Scholar
• Jorge, D., C. Barnhart, and G. H. de Almeida Correia. 2015. “Assessing the Viability of Enabling a Round-Trip Carsharing System to Accept One-Way Trips: Application to Logan Airport in Boston.” Transportation Research Part C: Emerging Technologies 56: 359–372. doi: 10.1016/j.trc.2015.04.020
   Web of Science ®Google Scholar
• Jorge, D., G. H. Correia, and C. Barnhart. 2014. “Comparing Optimal Relocation Operations With Simulated Relocation Policies in One-Way Carsharing Systems.” IEEE Transactions on Intelligent Transportation Systems 15 (4): 1667–1675. doi: 10.1109/TITS.2014.2304358
   Web of Science ®Google Scholar
• Kek, A. G., R. L. Cheu, Q. Meng, and C. H. Fung. 2009. “A Decision Support System for Vehicle Relocation Operations in Carsharing Systems.” Transportation Research Part E: Logistics and Transportation Review 45 (1): 149–158. doi: 10.1016/j.tre.2008.02.008
   Web of Science ®Google Scholar
• Lemme, R. F., E. F. Arruda, and L. Bahiense. 2019. “Optimization Model to Assess Electric Vehicles as an Alternative for Fleet Composition in Station-Based Car Sharing Systems.” Transportation Research Part D: Transport and Environment 67: 173–196. doi: 10.1016/j.trd.2018.11.008
   Web of Science ®Google Scholar
• Le Vine, S., M. Lee-Gosselin, A. Sivakumar, and J. Polak. 2014. “A New Approach to Predict the Market and Impacts of Round-Trip and Point-To-Point Carsharing Systems: Case Study of London.” Transportation Research Part D: Transport and Environment 32: 218–229. doi: 10.1016/j.trd.2014.07.005
   Web of Science ®Google Scholar
• Molnar, G., and G. H. de Almeida Correia. 2019. “Long-Term Vehicle Reservations in One-Way Free-Floating Carsharing Systems: A Variable Quality of Service Model.” Transportation Research Part C: Emerging Technologies 98: 298–322. doi: 10.1016/j.trc.2018.11.017
   Web of Science ®Google Scholar
• Morency, C., M. Trépanier, and B. Agard. 2011, January 23–27. “Typology of Carsharing Members.” Presented at 90th Annual Meeting of the Transportation Research Board, Washington, DC.
   Google Scholar
• Müller, J., G. Correia, and K. Bogenberger. 2017. “An Explanatory Model Approach for the Spatial Distribution of Free-Floating Carsharing Bookings: A Case-Study of German Cities.” Sustainability 9 (7): 1290. doi: 10.3390/su9071290
   Web of Science ®Google Scholar
• Nourinejad, M., S. Zhu, S. Bahrami, and M. J. Roorda. 2015. “Vehicle Relocation and Staff Rebalancing in One-Way Carsharing Systems.” Transportation Research Part E: Logistics and Transportation Review 81: 98–113. doi: 10.1016/j.tre.2015.06.012
   Web of Science ®Google Scholar
• Vasconcelos, A. S., L. M. Martinez, G. H. Correia, D. C. Guimarães, and T. L. Farias. 2017. “Environmental and Financial Impacts of Adopting Alternative Vehicle Technologies and Relocation Strategies in Station-Based One-Way Carsharing: An Application in the City of Lisbon, Portugal.” Transportation Research Part D: Transport and Environment 57: 350–362. doi: 10.1016/j.trd.2017.08.019
   Web of Science ®Google Scholar
• Wang, L., M. Abdel-Aty, Q. Shi, and J. Park. 2015. “Real-Time Crash Prediction for Expressway Weaving Segments.” Transportation Research Part C: Emerging Technologies 61: 1–10. doi: 10.1016/j.trc.2015.10.008
   Web of Science ®Google Scholar
• Wang, L., Q. Liu, and W. Ma. 2019. “Optimization of Dynamic Relocation Operations for One-Way Electric Carsharing Systems.” Transportation Research Part C: Emerging Technologies 101: 55–69. doi: 10.1016/j.trc.2019.01.005
   Web of Science ®Google Scholar
• Wang, N., W. Zhang, X. Liu, and J. Zuo. 2018. “Inter-Site-Vehicle Artificial Scheduling Strategy Design for Electric Vehicle Sharing.” Journal of Tongji University (Natural Science) 46 (8): 1064–1071.
   Google Scholar
• Weikl, S., and K. Bogenberger. 2015. “A Practice-Ready Relocation Model for Free-Floating Carsharing Systems With Electric Vehicles – Mesoscopic Approach and Field Trial Results.” Transportation Research Part C: Emerging Technologies 57: 206–223. doi: 10.1016/j.trc.2015.06.024
   Web of Science ®Google Scholar