An exact method for the integrated optimization of subway lines operation strategies with asymmetric passenger demand and operating costs. (July 2021)
- Record Type:
- Journal Article
- Title:
- An exact method for the integrated optimization of subway lines operation strategies with asymmetric passenger demand and operating costs. (July 2021)
- Main Title:
- An exact method for the integrated optimization of subway lines operation strategies with asymmetric passenger demand and operating costs
- Authors:
- Mo, Pengli
D'Ariano, Andrea
Yang, Lixing
Veelenturf, Lucas P.
Gao, Ziyou - Abstract:
- Highlights: We optimize service frequency, timetable, rolling stock plan and train speed profiles jointly. We investigate asymmetric operation strategies to better meet actual passenger demands. We formulate the integrated optimization problem as an original MINLP model. We design an exact algorithm with customized speed-up techniques to solve the problem. We present numerical experiments to quantify the potential benefits of our methodology. Abstract: Subway lines connecting different urban functional zones in large cities have direction-dependent and time-variant passenger demand, namely, asymmetry in passenger demand. Most existing studies adopt a symmetric strategy to design operations in both directions and sequentially optimize the different problems associated with operations, thereby failing to meet the asymmetry in passenger demand. This study formulates an asymmetric operation strategy as an integrated mixed-integer non-linear model to optimize the entire operational process of rolling stock from the perspective of service quality and operating costs. Based on the proposed model, an exact algorithm is proposed with speed-up techniques to quickly generate an optimal solution. To this end, the original model is decomposed into several sub-problems that can be exactly solved by using a forward dynamic programming algorithm. Based on actual data from the Beijing subway's Yizhuang line, numerical experiments are conducted to investigate the effectiveness of theHighlights: We optimize service frequency, timetable, rolling stock plan and train speed profiles jointly. We investigate asymmetric operation strategies to better meet actual passenger demands. We formulate the integrated optimization problem as an original MINLP model. We design an exact algorithm with customized speed-up techniques to solve the problem. We present numerical experiments to quantify the potential benefits of our methodology. Abstract: Subway lines connecting different urban functional zones in large cities have direction-dependent and time-variant passenger demand, namely, asymmetry in passenger demand. Most existing studies adopt a symmetric strategy to design operations in both directions and sequentially optimize the different problems associated with operations, thereby failing to meet the asymmetry in passenger demand. This study formulates an asymmetric operation strategy as an integrated mixed-integer non-linear model to optimize the entire operational process of rolling stock from the perspective of service quality and operating costs. Based on the proposed model, an exact algorithm is proposed with speed-up techniques to quickly generate an optimal solution. To this end, the original model is decomposed into several sub-problems that can be exactly solved by using a forward dynamic programming algorithm. Based on actual data from the Beijing subway's Yizhuang line, numerical experiments are conducted to investigate the effectiveness of the asymmetric operation strategy, to identify managerial insights on the integrated optimization, and to evaluate the performance of the proposed methodology. … (more)
- Is Part Of:
- Transportation research. Volume 149(2021)
- Journal:
- Transportation research
- Issue:
- Volume 149(2021)
- Issue Display:
- Volume 149, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 149
- Issue:
- 2021
- Issue Sort Value:
- 2021-0149-2021-0000
- Page Start:
- 283
- Page End:
- 321
- Publication Date:
- 2021-07
- Subjects:
- Subway train timetabling -- Dynamic passenger demand -- Rolling stock planning -- Operating costs -- Energy consumption and regeneration -- Forward dynamic programming
Transportation -- Research -- Periodicals
Transportation -- Mathematical models -- Periodicals - Journal URLs:
- http://www.elsevier.com/journals ↗
http://www.sciencedirect.com/science/journal/01912615 ↗ - DOI:
- 10.1016/j.trb.2021.05.009 ↗
- Languages:
- English
- ISSNs:
- 0191-2615
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9026.274610
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