Dr. Wei Liu

Dr. Wei Liu

Associate Professor and Associate Head
Department of Aeronautical and Aviation Engineering
The Hong Kong Polytechnic University

Publications

Google Scholar, ORCID, Scopus, Web of Science, ResearchGate.

Book Chapter

  • [1] Liu, W., Zhang, F., Wang, X., Tang, Y. (2023) A review of selected transport pricing, funding and financing issues in Asia. Handbook on Transport Pricing and Financing, edited by Alejandro Tirachini, Daniel Hörcher, Erik Verhoef, 380-393.

Journal Publication

  • [81] Xu, K., Saberi, M., Liu, T.L., Liu, W. (2024) Economic analysis of ridesourcing markets considering driver order cancellation and platform subsidy. Travel Behaviour and Society, 36, 100795. (Download)
  • [80] Chen, S., Wu, L., Ng, K., Liu, W., Wang, K. (2024) How airports enhance the environmental sustainability of operations: A critical review from the perspective of Operations Research. Transportation Research Part E: Logistics and Transportation Review, 183, 103440. (Download)
  • [79] Xu, G., Zhong, L., Liu, W., Guo, J. (2024) A flexible train composition strategy with extra-long trains for high-speed railway corridors with time-varying demand. Transportation Research Part B: Methodological, 179, 102875. (Download)
  • [78] Su, H., Wang, X., Liu, W., Zhang, X., Xu, M. (2024) Modelling and accelerating the passenger evacuation process in a bi-modal system with bus and e-hailing modes after mass gathering events. Travel Behaviour and Society, 35, 100713. (Download)
  • [77] He, Q., Ma, M., Li, C., Liu, W. (2024) Learning and managing stochastic network traffic dynamics: an iterative and interactive approach. Transportmetrica B: Transport Dynamics, 12(1), 2303050. (Download)
  • [76] Zhou, B., Liu, W., Yang, H. (2023) Unmanned aerial vehicle service network design for urban monitoring. Transportation Research Part C: Emerging Technologies, 157, 104406. (Download)
  • [75] Li, C., Liu, W. (2023) Multimodal Transport Demand Forecasting via Federated Learning. IEEE Transactions on Intelligent Transportation Systems, forthcoming. (Download)
  • [74] Xu, G., Guo, J., Zhong, L., Zhang, F., Liu, W. (2023) Optimal capacity allocation for high-speed railway express delivery. Computers & Industrial Engineering, 185, 109683. (Download)
  • [73] Sun, W., Zhang, F., Liu, W., He, Q. (2023) Optimal control of connected autonomous vehicles in a mixed traffic corridor. IEEE Transactions on Intelligent Transportation Systems, forthcoming. (Download)
  • [72] Zhao, R., Koo, T., Liu, W., Lodewijks, G., Zhang, F. (2023) A service network design for scheduled advanced air mobility using human-driven and autonomous air metro. Decision Analytics Journal, 8, 100312. (Download)
  • [71] Najmi, A., Waller, S.T., Liu, W., Rashidi, T.H. (2023) Integration of Ridesharing and Activity Travel Pattern Generation. Transportmetrica A: Transport Science, 2241570. (Download)
  • [70] Xu, G., Liu, Y., Gao, Y., Liu, W. (2023) Integrated optimization of train stopping plan and seat allocation scheme for railway systems under equilibrium travel choice and elastic demand. Transportation Research Part E: Logistics and Transportation Review, 177, 103231. (Download)
  • [69] Xu, G., Gao, Y., Liu, W. (2023) Pareto-improving seat allocation for high-speed railway networks with equilibrium flows. Transportation Research Part C: Emerging Technologies, 154, 104261. (Download)
  • [68] Ma, M., Liu, W., Zhang, F., Dixit, V. (2023) On urban co-modality: Competition and cooperation among freight forwarder, freight carrier and transit operator. Transportation Research Part C: Emerging Technologies, 153, 104234. (Download)
  • [67] Zhang, Z., Liu, W., Zhang, F. (2023) On the joint network equilibrium of parking and travel choices under mixed traffic of shared and private autonomous vehicles. Transportation Research Part C: Emerging Technologies, 153, 104226. (Download)
  • [66] Ma, M., Chen, Y., Liu, W., Waller, S.T. (2023) An economic analysis of a multi-modal transport system with ride-sourcing services and multi-class users. Transport Policy, 140, 1-17. (Download)
  • [65] Wei, B., Du, B., Saberi, M., Waller, S.T., Liu, W. (2023) On ride-sourcing services of electric vehicles considering cruising for charging and parking. Transportation Research Part D: Transport and Environment, 103716. (Download)
  • [64] Xi, H., Liu, W., Waller, S.T., Hensher, D., Kilby, P., Rey, D. (2023) Incentive-compatible mechanisms for online resource allocation in Mobility-as-a-Service systems. Transportation Research Part B: Methodological, 170, 119-147. (Download)
  • [63] Gong, Z., Zhang, F., Liu, W., Graham, D. (2023) On the effects of airport capacity expansion under responsive airlines and elastic passenger demand. Transportation Research Part B: Methodological, 170, 48-76. (Download)
  • [62] Zhang, X., Liu, W., Levin, M., Waller, S.T. (2023) Equilibrium analysis of morning commuting and parking under spatial capacity allocation in the autonomous vehicle environment. Transportation Research Part E: Logistics and Transportation Review, 172, 103071. (Download)
  • [61] Li, C., Bai, L., Yao, L., Waller, S.T., Liu, W. (2023) A Bibliometric Analysis and Review on Reinforcement Learning for Transportation Applications. Transportmetrica B: Transport Dynamics, 11(1), 1095-1135. (Download)
  • [60] Liu, Q., Jiang, R., Liu, W., Gao, Z. (2023) Departure Time Choices in the Morning Commute with a Mixed Distribution of Capacity. Transportation Research Part C: Emerging Technologies, 147, 104011. (Download)
  • [59] Xu, G., Chen, Y., Liu, W. (2023) Joint optimization of park-and-ride facility locations and alternate traffic restriction scheme under equilibrium flows. Transportmetrica A: Transport Science, 19(3), 2077468. (Download)
  • [58] Xi, H., Aussel, D., Liu, W., Waller, S.T., Rey, D. (2022) Single-leader multi-follower games for the regulation of two-sided Mobility-as-a-Service markets. European Journal of Operational Research, forthcoming. (Download)
  • [57] Lilasathapornkit, T., Rey, D., Liu, W., Saberi, M. (2022) Traffic Assignment Problem for Footpath Networks with Bidirectional Links. Transportation Research Part C: Emerging Technologies, 144, 103905. (Download)
  • [56] Wei, B., Zhang, X., Liu, W., Saberi, M., Waller, S.T. (2022) Capacity Allocation and Tolling-Rewarding Schemes for the Morning Commute with Carpooling. Transportation Research Part C: Emerging Technologies, 142, 103789. (Download)
  • [55] Zhang, F., Lindsey, R., Yang, H., Shao, C., Liu, W. (2022) Two-sided pricing strategies for a parking sharing platform: reselling or commissioning?. Transportation Research Part B: Methodological, 163, 40-63. (Download)
  • [54] Wu, W., Liu, Y., Liu, W., Zhang, F., Dixit, V., Waller, S.T. (2022) Autonomous intersection management for connected and automated vehicles: a lane-based approach. IEEE Transactions on Intelligent Transportation Systems, 23(9), 15091-15106. (Download)
  • [53] Hu, H., Du, B., Liu, W., Perez, P. (2022) A joint optimisation model for charger locating and electric bus charging scheduling considering opportunity fast charging and uncertainties. Transportation Research Part C: Emerging Technologies, 141, 103732. (Download)
  • [52] Xu, K., Saberi, M., Liu, W. (2022) Dynamic pricing and penalty strategies in a coupled market with ridesourcing service and taxi considering time-dependent order cancellation behavior. Transportation Research Part C: Emerging Technologies, 138, 103621. (Download)
  • [51] Liu, W., Zhang, F., Wang, X., Shao, C., Yang, H. (2022) Unlock the Sharing Economy: the Case of the Parking Sector for Recurrent Commuting Trips. Transportation Science, 56(2), 338-357. (Download)
  • [50] Ma, M., Zhang, F., Liu, W., Dixit, V. (2022) A game theoretical analysis of metro-integrated city logistics systems. Transportation Research Part B: Methodological, 156, 14-27. (Download)
  • [49] Xu, G., Zhong, L., Hu, X., Liu, W. (2022) Optimal pricing and seat allocation schemes in passenger railway systems. Transportation Research Part E: Logistics and Transportation Review, 157, 102580. (Download)
  • [48] Zhao, R., Liu, W., Zhang, F., Koo, T., Lodewijks, G. (2022) Passenger shuttle service network design in an airport. Transportmetrica B: Transport Dynamics, 10(1), 1099-1125. (Download)
  • [47] Zhang, F., Liu, W., Lodewijks, G., Waller, S.T. (2022) The short-run and long-run equilibria for commuting with autonomous vehicles. Transportmetrica B: Transport Dynamics, 10(1), 803-830. (Download)
  • [46] Li, C., Bai, L., Liu, W., Yao, L., Waller, S.T. (2022) Graph Neural Network for Robust Public Transit Demand Prediction. IEEE Transactions on Intelligent Transportation Systems, 23(5), 4086-4098. (Download)
  • [45] Li, C., Bai, L., Liu, W., Yao, L., Waller, S.T. (2021) A multi-task memory network with knowledge adaptation for multimodal demand forecasting. Transportation Research Part C: Emerging Technologies, 131, 103352. (Download)
  • [44] Zhang, F., Liu, W. (2021) An economic analysis of integrating bike sharing service with metro systems. Transportation Research Part D: Transport and Environment, 99, 103008. (Download)
  • [43] Liu, W., Zhang, F., Yang, H. (2021) Modeling and managing the joint equilibrium of destination and parking choices under a hybrid supply of curbside and shared parking. Transportation Research Part C: Emerging Technologies, 130, 103301. (Download)
  • [42] Wang, X., Guo, L., Wang, J., Liu, W., Zhang, X. (2021) A Convex Programming Approach for Ridesharing User Equilibrium Under Fixed Driver/Rider Demand. Transportation Research Part B: Methodological, 149, 33-51. (Download)
  • [41] Wu, W., Liu, W., Zhang, F., Dixit, V. (2021) A new flexible parking reservation scheme for the morning commute under limited parking supplies. Networks and Spatial Economics, 21, 513–545. (Download)
  • [40] Ma, M., Liu, W., Li, X., Zhang, F., Jian, S., Dixit, V. (2021) Quantifying service-reliability-based day-to-day evolution of travel choices in public transit systems with smart transit card data. Transportmetrica B: Transport Dynamics, 9, 519-551. (Download)
  • [39] Xu, G., Liu, W., Wu, R., Yang, H. (2021) A double time-scale passenger assignment model for high-speed railway networks with continuum capacity approximation. Transportation Research Part E: Logistics and Transportation Review, 150, 102305. (Download)
  • [38] Li, C., Bai, L., Liu, W., Yao, L., Waller, S.T. (2021) Urban Mobility Analytics: A Deep Temporal-Spatial Product Neural Network for Traveler Attributes Inference, Transportation Research Part C: Emerging Technologies, 124, 102921. (Download)
  • [37] Liu, W., Qu, X., Sumalee, A., Geroliminis, N. (2021) Integrated Analysis for Transportation Systems in the Connected Era. Transportmetrica A: Transport Science, 17(2), 169-170. (Download)
  • [36] Jian, S., Liu, W., Wang, X., Yang, H., Waller, S.T. (2020) On integrating carsharing and parking sharing services. Transportation Research Part B: Methodological, 142, 19-44. (Download)
  • [35] Zhang, F., Yang, Z., Jiao, J., Liu, W., Wu, W. (2020) The effects of high-speed rail development on regional equity in China. Transportation Research Part A: Policy and Practice, 141, 180-202. (Download)
  • [34] Yang, Z., Li, C., Jiao, J., Liu, W., Zhang, F. (2020) On the joint impact of high-speed rail and megalopolis policy on regional economic growth in China. Transport Policy, 99, 20-30. (Download)
  • [33] Gu, Z., Najmia, A., Saberi, M., Liu, W., Rashidi, T.H. (2020) Macroscopic parking modeling and optimal real-time pricing considering cruising-for-parking. Transportation Research Part C: Emerging Technologies, 118, 102714. (Download)
  • [32] Wei, B., Saberi, M., Zhang, F., Liu, W., Waller, S.T. (2020) Modeling and managing ridesharing in a multi-modal network with an aggregate traffic representation: a doubly dynamical approach. Transportation Research Part C: Emerging Technologies, 117, 102670. (Download)
  • [31] Zhang, F., Liu, W., Wang, X., Yang, H. (2020) Parking sharing problem with spatially distributed parking supplies. Transportation Research Part C: Emerging Technologies, 117, 102676. (Download)
  • [30] Jiao, J., Wang, J., Zhang, F. Jin, F., Liu, W. (2020) Roles of accessibility, connectivity and spatial interdependence in realizing the economic impact of high-speed rail: Evidence from China. Transport Policy, 91, 1-15. (Download)
  • [29] Wu, W., Zhang, F., Liu, W., Lodewijks, G. (2020) Modelling the traffic in a mixed network with autonomous-driving expressways and non-autonomous local streets. Transportation Research Part E: Logistics and Transportation Review, 134, 101855. (Download)
  • [28] Liu, W., Wu, W. Thakuriah, P., Wang, J. (2020) The Geography of Human Activity and Land Use: A Big Data Approach. Cities, 97, 102523. (Download)
  • [27] Wu, W., Liu, Y., Liu, W., Wu, G., Ma, W. (2020) A Novel Autonomous Vehicle Trajectory Planning and Control Model for Connected-and-Autonomous Intersections. Acta Automatica Sinica, 46(9), 1-15. (Download)
  • [26] Wang, X., Liu, W., Wang, D., Yang, H., Ye, J. (2020) Customer behavioural modelling of order cancellation in coupled ride-sourcing and taxi markets. Transportation Research Part B: Methodological, 132, 358-378. (Download)
  • [25] Zhang, F., Liu, W. (2020) Responsive bus dispatching strategy in a multi-modal and multi-directional transportation system: a doubly dynamical approach. Transportation Research Part C: Emerging Technologies, 113, 21-37. (Download)
  • [24] Liu, W., Szeto, W.Y. (2020) Learning and Managing Stochastic Network Traffic Dynamics with an Aggregate Traffic Representation. Transportation Research Part B: Methodological, 137, 19-46. (Download)
  • [23] Zhu, Z., Li, X., Liu, W., Yang, H. (2019) Day-to-day Evolution of Departure Time Choice in Stochastic Capacity Bottleneck Models with Bounded Rationality and Various Information Perceptions. Transportation Research Part E: Logistics and Transportation Review, 131, 168-192. (Download)
  • [22] Zhang, X., Liu, W., Waller, S.T., Yin, Y. (2019) Modelling and managing the integrated morning-evening commuting and parking patterns under the fully autonomous vehicle environment. Transportation Research Part B: Methodological, 128, 380-407. (Download)
  • [21] Zhang, X., Liu, W., Waller, S.T. (2019) A network traffic assignment model for autonomous vehicles with parking choices. Computer-Aided Civil and Infrastructure Engineering, 34(12), 1100-1118. (Download)
  • [20] Wu, W., Liu, Y., Liu, W., Zhang, F., David, R., Dixit, V. (2019) An integrated approach for optimizing left-turn forbiddance decisions along urban arterial road. Transportmetrica B: Transport Dynamics, 7, 1481-1504. (Download)
  • [19] Xu, G., Yang, H., Liu, W., Shi, F. (2018) Itinerary Choice and Advance Ticket Booking for High-Speed-Railway Network Services. Transportation Research Part C: Emerging Technologies, 95, 82-104. (Download)
  • [18] Xu, G., Liu, W., Yang, H. (2018) A Reliability-based Traffic Assignment Model for Railway Network with Heterogeneous Passengers. Transportation Research Part C: Emerging Technologies, 93, 501-524. (Download)
  • [17] Liu, W. (2018) An Equilibrium Analysis of Commuter Parking in the Era of Autonomous Vehicles. Transportation Research Part C: Emerging Technologies, 92, 191-207. (Download)
  • [16] Li, X., Liu, W., Yang, H. (2018) Traffic Dynamics in a Bi-modal Transportation Network with Information Provision and Adaptive Transit Services. Transportation Research Part C: Emerging Technologies, 91, 77-98. (Download)
  • [15] Liu, W., Li, X., Zhang, F., Yang, H. (2017) Interactive Travel Choices and Traffic Forecast in a Doubly Dynamical System with User Inertia and Information Provision. Transportation Research Part C: Emerging Technologies, 85, 711-731. (Download)
  • [14] Liu, W., Zhang, F., Yang, H. (2017) Modeling and Managing Morning Commute with both Household and Individual Travels. Transportation Research Part B: Methodological, 103, 227-247. (Download)
  • [13] Liu, W., Geroliminis, N. (2017) Doubly Dynamics for Multi-modal Networks with Park-and-ride and Adaptive Pricing. Transportation Research Part B: Methodological, 102, 162–179. (Download)
  • [12] Zhang, F., Liu, W., Wang, X., Yang, H. (2017) A New Look at the Morning Commute with Household Shared-ride: How does School Location Play a Role? Transportation Research Part E: Logistics and Transportation Review, 103, 198-217. (Download)
  • [11] Chen, Z., Liu, W., Yin, Y. (2017) Deployment of Stationary and Dynamic Charging Infrastructure for Electric Vehicles along Traffic Corridors. Transportation Research Part C: Emerging Technologies, 77, 185-206. (Download)
  • [10] Liu, W., Geroliminis, N. (2016) Modeling the Morning Commute for Urban Networks with Cruising-for-parking: an MFD Approach. Transportation Research Part B: Methodological, 93, 470- 494. (Download)
  • [9] Liu, W., Zhang, F., Yang, H. (2016) Managing Morning Commute with Parking Space Constraints in the Case of Bi-modal Many-to-one Network. Transportmetrica A: Transport Science, 12(2), 116-141. (Download)
  • [8] Liu, W., Yin, Y., Yang, H. (2015) Effectiveness of Variable Speed Limits Considering Commuters’ Long-term Response. Transportation Research Part B: Methodological, 81, 498- 519. (Download)
  • [7] Liu, W., Yang, H., Yin, Y. (2015) Efficiency of a Highway Use Reservation System for Morning Commute. Transportation Research Part C: Emerging Technologies, 56, 293-308. (Download)
  • [6] Zhang, F., Yang, H., Liu, W. (2014) The Downs-Thomson Paradox with Responsive Transit Service. Transportation Research Part A: Policy and Practice, 70, 244-263. (Download)
  • [5] Liu, W., Yang, H., Yin, Y., Zhang, F. (2014) A Novel Permit Scheme for Managing Parking Competition and Bottleneck Congestion. Transportation Research Part C: Emerging Technologies, 44, 265- 281. (Download)
  • [4] Liu, W., Yang, H., Yin, Y. (2014) Expirable Parking Reservations for Managing Morning Commute with Parking Space Constraints. Transportation Research Part C: Emerging Technologies, 44, 185- 201. (Download)
  • [3] Wang, X., Yang, H., Han, D., Liu, W. (2014) Trial-and-error Method for Optimal Tradable Credit Schemes: The Network Case. Journal of Advanced Transportation, 48(6), 685- 700. (Download)
  • [2] Liu, W., Yang, H., Yin, Y. (2014) Traffic Rationing and Pricing in a Linear Monocentric City. Journal of Advanced Transportation, 48(6), 655-672. (Download)
  • [1] Yang, H., Liu, W., Wang, X., Zhang, X. (2013) On the Morning Commute Problem with Bottleneck Congestion and Parking Space Constraints. Transportation Research Part B: Methodological, 58, 106-118. (Download)

Selected Conference Proceedings

  • Li, C., Bai, L., Liu, W., Yao, L., Waller, S.T. (2020) Knowledge Adaption for Demand Prediction based on Multi-task Memory Neural Network. The 29th International Conference on Information and Knowledge Management (CIKM 2020), Galway, Ireland, October 19 - 23, 2020.
  • Chen, X., Huang, C., Yao, L., Wang, X., Liu, W., Zhang, W. (2020) Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation, International Joint Conference on Neural Networks (IJCNN 2020), Glasgow, UK, July 19 - 24, 2020
  • Wang, X., Yao, L., Liu, W., Li, C., Bai, L., Waller, S.T. (2020) Mobility Irregularity Detection with Smart Transit Card Data. The 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2020), Singapore, May 11 - 14, 2020. (Download)
  • Zhang, F., Liu, W. (2019) Responsive bus fleet size in a multi-modal and multi-directional transportation system: a doubly dynamical approach. The 23rd International Symposium on Transportation and Traffic Theory (ISTTT 2019) and Transportation Research Procedia, 38, 119-138. (Download)
  • Wang, X., Liu, W., Wang, D., Yang, H., Ye, J. (2019) Customer behavioural modelling of order cancellation in coupled ride-sourcing and taxi markets. The 23rd International Symposium on Transportation and Traffic Theory (ISTTT 2019) and Transportation Research Procedia, 38, 853-873. (Download)
  • Li, C., Bai, L., Liu, W., Yao, L., Waller, S.T. (2019) Passenger Demographic Attributes Prediction for Human-centered Public Transport. The 26th International Conference on Neural Information Processing of the Asia-Pacific Neural Network (ICONIP 2019). (Download)
  • Chen, X., Huang, C., Zhang, X., Wang, X., Liu, W., Yao, L. (2019) Expert2Vec: Distributed Expert Representation Learning in Question Answering Community. The 15th International Conference on Advanced Data Mining and Applications (ADMA 2019). (Download)
  • Bai, L., Yao, L., Kanhere, S.S., Wang, X., Liu, W., Yang, Z. (2019) Spatio-Temporal Graph Convolutional and Recurrent Networks for Citywide Passenger Demand Prediction. The 28th ACM International Conference on Information and Knowledge Management (CIKM 2019). (Download)