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A survey of models and algorithms for optimizing shared mobility

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  1. Zhang, Haoran & Chen, Jinyu & Li, Wenjing & Song, Xuan & Shibasaki, Ryosuke, 2020. "Mobile phone GPS data in urban ride-sharing: An assessment method for emission reduction potential," Applied Energy, Elsevier, vol. 269(C).
  2. Vidal, Thibaut & Laporte, Gilbert & Matl, Piotr, 2020. "A concise guide to existing and emerging vehicle routing problem variants," European Journal of Operational Research, Elsevier, vol. 286(2), pages 401-416.
  3. Fielbaum, Andres & Kucharski, Rafał & Cats, Oded & Alonso-Mora, Javier, 2022. "How to split the costs and charge the travellers sharing a ride? aligning system’s optimum with users’ equilibrium," European Journal of Operational Research, Elsevier, vol. 301(3), pages 956-973.
  4. Alnaggar, Aliaa & Gzara, Fatma & Bookbinder, James H., 2024. "Compensation guarantees in crowdsourced delivery: Impact on platform and driver welfare," Omega, Elsevier, vol. 122(C).
  5. Li, Mingyang & Wu, Lingxiao & Wang, Yadong & Tang, Jinjun & Feng, Tao, 2025. "The flex-route transit planning problem with meeting points," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 195(C).
  6. Zipeng Zhang & Ning Zhang, 2021. "A Novel Development Scheme of Mobility as a Service: Can It Provide a Sustainable Environment for China?," Sustainability, MDPI, vol. 13(8), pages 1-19, April.
  7. Huanwen Ge & Xiangwang Hu & Ming Cheng, 2025. "DHDRDS: A Deep Reinforcement Learning-Based Ride-Hailing Dispatch System for Integrated Passenger–Parcel Transport," Sustainability, MDPI, vol. 17(9), pages 1-18, April.
  8. Marcin Jacek Kłos & Grzegorz Sierpiński, 2021. "Building a Model of Integration of Urban Sharing and Public Transport Services," Sustainability, MDPI, vol. 13(6), pages 1-26, March.
  9. Johnsen, Lennart C. & Meisel, Frank & Ehmke, Jan F., 2025. "Stochastic stay times for interrelated trips in the rural dial-a-ride problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 195(C).
  10. Omar Rifki, 2024. "Autonomous Ride-Sharing Service Using Graph Embedding and Dial-a-Ride Problem: Application to the Last-Mile Transit in Lyon City," Mathematics, MDPI, vol. 12(4), pages 1-17, February.
  11. Belma Turan & Vera Hemmelmayr & Allan Larsen & Jakob Puchinger, 2024. "Transition towards sustainable mobility: the role of transport optimization," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 32(2), pages 435-456, June.
  12. Mofidi, Seyed Shahab & Pazour, Jennifer A., 2019. "When is it beneficial to provide freelance suppliers with choice? A hierarchical approach for peer-to-peer logistics platforms," Transportation Research Part B: Methodological, Elsevier, vol. 126(C), pages 1-23.
  13. Shenle Pan & Ray Zhong & Ting Qu, 2019. "Smart product-service systems in interoperable logistics: Design and implementation prospects," Post-Print hal-02316272, HAL.
  14. Fontaine, Pirmin & Minner, Stefan & Schiffer, Maximilian, 2023. "Smart and sustainable city logistics: Design, consolidation, and regulation," European Journal of Operational Research, Elsevier, vol. 307(3), pages 1071-1084.
  15. Abood Mourad & Martin Hennebel & Ahmed Amrani & Amira Ben Hamida, 2021. "Analyzing the Fast-Charging Potential for Electric Vehicles with Local Photovoltaic Power Production in French Suburban Highway Network," Energies, MDPI, vol. 14(9), pages 1-20, April.
  16. Xiaochen Shao & Alfredo Jiménez & Jeoung Yul Lee & Vasyl Taras, 2023. "The impact of the perceived value of the sharing economy on consumer usage behavior: evidence from shared mobility in China," Asian Business & Management, Palgrave Macmillan, vol. 22(5), pages 1962-2003, November.
  17. Fan, Wenbo & Gu, Weihua & Xu, Meng, 2024. "Optimal design of ride-pooling as on-demand feeder services," Transportation Research Part B: Methodological, Elsevier, vol. 185(C).
  18. Ausseil, Rosemonde & Ulmer, Marlin W. & Pazour, Jennifer A., 2024. "Online acceptance probability approximation in peer-to-peer transportation," Omega, Elsevier, vol. 123(C).
  19. Wang, Jing-Peng & Ban, Xuegang (Jeff) & Huang, Hai-Jun, 2019. "Dynamic ridesharing with variable-ratio charging-compensation scheme for morning commute," Transportation Research Part B: Methodological, Elsevier, vol. 122(C), pages 390-415.
  20. Rossana Cavagnini & Valentina Morandi, 2021. "Implementing Horizontal Cooperation in Public Transport and Parcel Deliveries: The Cooperative Share-A-Ride Problem," Sustainability, MDPI, vol. 13(8), pages 1-20, April.
  21. Li, Yuanyuan & Liu, Yang, 2021. "Optimizing flexible one-to-two matching in ride-hailing systems with boundedly rational users," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 150(C).
  22. Yan, Pengyu & Lee, Chung-Yee & Chu, Chengbin & Chen, Cynthia & Luo, Zhiqin, 2021. "Matching and pricing in ride-sharing: Optimality, stability, and financial sustainability," Omega, Elsevier, vol. 102(C).
  23. Yang, Xuan & Kong, Xiang T.R. & Huang, George Q., 2024. "Synchronizing crowdsourced co-modality between passenger and freight transportation services," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).
  24. Boysen, Nils & Emde, Simon & Schwerdfeger, Stefan, 2022. "Crowdshipping by employees of distribution centers: Optimization approaches for matching supply and demand," European Journal of Operational Research, Elsevier, vol. 296(2), pages 539-556.
  25. Enzi, Miriam & Parragh, Sophie N. & Pisinger, David & Prandtstetter, Matthias, 2021. "Modeling and solving the multimodal car- and ride-sharing problem," European Journal of Operational Research, Elsevier, vol. 293(1), pages 290-303.
  26. Ji, Wen & Liu, Shenglin & Han, Ke & Li, Yanfeng & Liu, Tao, 2024. "The Share-a-Ride Problem with mixed ride-hailing and logistic vehicles," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 192(C).
  27. Hua, Shijia & Zeng, Wenjia & Liu, Xinglu & Qi, Mingyao, 2022. "Optimality-guaranteed algorithms on the dynamic shared-taxi problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 164(C).
  28. Nawar A. Sultan, 2023. "Study on the Design of Algorithm Based on Machine Learning to Improve Cloud Computing," Technium, Technium Science, vol. 10(1), pages 38-50.
  29. Stumpe, Miriam & Dieter, Peter & Schryen, Guido & Müller, Oliver & Beverungen, Daniel, 2024. "Designing taxi ridesharing systems with shared pick-up and drop-off locations: Insights from a computational study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 183(C).
  30. Boshuai Zhao & Kai Wang & Wenchao Wei & Roel Leus, 2024. "The Dial-a-Ride Problem with Limited Pickups per Trip," Papers 2408.07602, arXiv.org, revised Jun 2025.
  31. Romero-Silva, Rodrigo & de Leeuw, Sander, 2021. "Learning from the past to shape the future: A comprehensive text mining analysis of OR/MS reviews," Omega, Elsevier, vol. 100(C).
  32. Sumitkumar, Rathor & Al-Sumaiti, Ameena Saad, 2024. "Shared autonomous electric vehicle: Towards social economy of energy and mobility from power-transportation nexus perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 197(C).
  33. MELIS, Lissa & QUEIROZ, Michell & SÖRENSEN, kenneth, 2021. "The integrated on-demand bus routing problem," Working Papers 2021004, University of Antwerp, Faculty of Business and Economics.
  34. Yu, Guodong & Liu, Aijun & Zhang, Jianghua & Sun, Huiping, 2021. "Optimal operations planning of electric autonomous vehicles via asynchronous learning in ride-hailing systems," Omega, Elsevier, vol. 103(C).
  35. Horner, Hannah & Pazour, Jennifer & Mitchell, John E., 2021. "Optimizing driver menus under stochastic selection behavior for ridesharing and crowdsourced delivery," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 153(C).
  36. Al-Kanj, Lina & Nascimento, Juliana & Powell, Warren B., 2020. "Approximate dynamic programming for planning a ride-hailing system using autonomous fleets of electric vehicles," European Journal of Operational Research, Elsevier, vol. 284(3), pages 1088-1106.
  37. Fumiko Ogushi & Chandreyee Roy & Kimmo Kaski, 2025. "Differences of communication activity and mobility patterns between urban and rural people," Journal of Computational Social Science, Springer, vol. 8(2), pages 1-25, May.
  38. Hyland, Michael & Mahmassani, Hani S., 2020. "Operational benefits and challenges of shared-ride automated mobility-on-demand services," Transportation Research Part A: Policy and Practice, Elsevier, vol. 134(C), pages 251-270.
  39. Fu-Shiung Hsieh, 2021. "A Comparison of Three Ridesharing Cost Savings Allocation Schemes Based on the Number of Acceptable Shared Rides," Energies, MDPI, vol. 14(21), pages 1-30, October.
  40. Dong Pan & Bao Wang & Jun Li & Fei Wu, 2024. "Exploring the User Adoption Mechanism of Green Transportation Services in the Context of the Electricity–Carbon Market Synergy," Energies, MDPI, vol. 17(1), pages 1-18, January.
  41. Su, E. & Qin, Hu & Li, Jiliu & Pan, Kai, 2023. "An exact algorithm for the pickup and delivery problem with crowdsourced bids and transshipment," Transportation Research Part B: Methodological, Elsevier, vol. 177(C).
  42. Suprava Chakraborty & Nallapaneni Manoj Kumar & Arunkumar Jayakumar & Santanu Kumar Dash & Devaraj Elangovan, 2021. "Selected Aspects of Sustainable Mobility Reveals Implementable Approaches and Conceivable Actions," Sustainability, MDPI, vol. 13(22), pages 1-31, November.
  43. Fines Miyoba & Egbert Mujuni & Musa Ndiaye & Hastings M. Libati & Adnan M. Abu-Mahfouz, 2024. "Sustainable Rail/Road Unimodal Transportation of Bulk Cargo in Zambia: A Review of Algorithm-Based Optimization Techniques," Mathematics, MDPI, vol. 12(2), pages 1-19, January.
  44. Li, Ruijie & Liu, Yang & Liu, Xiaobo & Nie, Yu (Marco), 2024. "Allocation problem in cross-platform ride-hail integration," Transportation Research Part B: Methodological, Elsevier, vol. 188(C).
  45. Craig Standing & Ferry Jie & Thi Le & Susan Standing & Sharon Biermann, 2021. "Analysis of the Use and Perception of Shared Mobility: A Case Study in Western Australia," Sustainability, MDPI, vol. 13(16), pages 1-14, August.
  46. Lee, Enoch & Cen, Xuekai & Lo, Hong K., 2022. "Scheduling zonal-based flexible bus service under dynamic stochastic demand and Time-dependent travel time," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 168(C).
  47. Schmidt, Jeanette & Tilk, Christian & Irnich, Stefan, 2024. "Using public transport in a 2-echelon last-mile delivery network," European Journal of Operational Research, Elsevier, vol. 317(3), pages 827-840.
  48. Xingguang Chen & Hepu Deng & Shuqi Guan & Faxing Han & Zihuan Zhu, 2024. "Cooperation-Oriented Multi-Modal Shared Mobility for Sustainable Transport: Developments and Challenges," Sustainability, MDPI, vol. 16(24), pages 1-21, December.
  49. Guo, Xiaotong & Caros, Nicholas S. & Zhao, Jinhua, 2021. "Robust matching-integrated vehicle rebalancing in ride-hailing system with uncertain demand," Transportation Research Part B: Methodological, Elsevier, vol. 150(C), pages 161-189.
  50. Kucharski, Rafał & Cats, Oded, 2020. "Exact matching of attractive shared rides (ExMAS) for system-wide strategic evaluations," Transportation Research Part B: Methodological, Elsevier, vol. 139(C), pages 285-310.
  51. E. Angelelli & V. Morandi & M. G. Speranza, 2024. "Multi-day fair collaboration in demand-responsive transportation," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 32(2), pages 209-239, June.
  52. Alnaggar, Aliaa & Gzara, Fatma & Bookbinder, James H., 2021. "Crowdsourced delivery: A review of platforms and academic literature," Omega, Elsevier, vol. 98(C).
  53. Fehn, Fabian & Engelhardt, Roman & Dandl, Florian & Bogenberger, Klaus & Busch, Fritz, 2023. "Integrating parcel deliveries into a ride-pooling service—An agent-based simulation study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 169(C).
  54. Miriam Enzi & Sophie N. Parragh & Jakob Puchinger, 2022. "The bi-objective multimodal car-sharing problem," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 44(2), pages 307-348, June.
  55. Christian Müller, 2025. "Practicable solution approaches for differentiated pricing of vehicle sharing systems," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 33(1), pages 145-190, March.
  56. He, Dongdong & Ceder, Avishai (Avi) & Zhang, Wenyi & Guan, Wei & Qi, Geqi, 2023. "Optimization of a rural bus service integrated with e-commerce deliveries guided by a new sustainable policy in China," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 172(C).
  57. Belma Turan & Tina Wakolbinger, 2023. "The Electric Scooter Collection Problem: A Case Study in the City of Vienna," Sustainability, MDPI, vol. 15(13), pages 1-20, June.
  58. Kuo, Yong-Hong & Leung, Janny M.Y. & Yan, Yimo, 2023. "Public transport for smart cities: Recent innovations and future challenges," European Journal of Operational Research, Elsevier, vol. 306(3), pages 1001-1026.
  59. Liqiao Wang & Peter Wells, 2021. "Regime Confluence in Automobile Industry Transformation: Boundary Dissolution and Network Reintegration via CASE Vehicles," Energies, MDPI, vol. 14(4), pages 1-18, February.
  60. Igor Kabashkin & Zura Sansyzbayeva, 2024. "Methodological Framework for Sustainable Transport Corridor Modeling Using Petri Nets," Sustainability, MDPI, vol. 16(2), pages 1-33, January.
  61. Faissal Jelti & Amine Allouhi & Kheira Anissa Tabet Aoul, 2023. "Transition Paths towards a Sustainable Transportation System: A Literature Review," Sustainability, MDPI, vol. 15(21), pages 1-25, October.
  62. Margaretha Gansterer & Richard F. Hartl, 2020. "Shared resources in collaborative vehicle routing," TOP: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 28(1), pages 1-20, April.
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