Publication Type
Journal Article
Version
acceptedVersion
Publication Date
6-2026
Abstract
This study addresses the integrated optimization of the first train timetabling and bus bridging service design (FTT-BBSD) for morning transfer challenges, two critical but interdependent passenger services in the public transit system. In contrast to most existing studies and conventional approaches, this study explicitly models the influence of passenger path choices and transfer mode selections on FTT-BBSD. Through a novel dual-level network representation that integrates subway and bus systems, we formulate the FTT-BBSD problem as a mixed-integer nonlinear programming model. The model simultaneously determines subway and bus timetables and bridging line deployment to minimize total travel time for all first train passengers. Subsequently, a three-level optimization framework based on an improved Benders decomposition algorithm is developed to solve the model. The first level updates travel paths and transfer modes to achieve a minimum travel time. The second level enhances the Benders decomposition to optimize first train and bus departure times, where a master problem optimizes passenger riding plans and a subproblem determines subway and bus departure times. The final level focuses on bridging line generation, performing a rolling station search to find the most efficient bridging services scheme. Ultimately, based on the Beijing subway case study, we reduce the total passenger travel time by 52,316 min and the transfer waiting time by 23.34% by operating 76 bridging buses across the dual-level network.
Keywords
Bus bridging services, First train timetabling, Three-level optimization framework, Transfer modes, Travel paths
Discipline
Computer Sciences | Operations Research, Systems Engineering and Industrial Engineering | Transportation
Publication
Transportation Research Part E: Logistics and Transportation Review
Volume
210
First Page
1
Last Page
27
ISSN
1366-5545
Identifier
10.1016/j.tre.2026.104776
Publisher
Elsevier
Citation
LI, Hao; KANG, Liujiang; WEIK, Norman; SUN, Huijun; LAI, Qingying; and CAO, Zhiguang.
To wait or to transfer? A three-level optimization framework for intermodal transfer coordination in first train timetabling and bus bridging services management. (2026). Transportation Research Part E: Logistics and Transportation Review. 210, 1-27.
Available at: https://ink.library.smu.edu.sg/sis_research/11033
Copyright Owner and License
Authors
Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
https://doi.org/10.1016/j.tre.2026.104776
Included in
Computer Sciences Commons, Operations Research, Systems Engineering and Industrial Engineering Commons, Transportation Commons