Competition between shared autonomous vehicles and public transit: A case study in Singapore. (June 2021)
- Record Type:
- Journal Article
- Title:
- Competition between shared autonomous vehicles and public transit: A case study in Singapore. (June 2021)
- Main Title:
- Competition between shared autonomous vehicles and public transit: A case study in Singapore
- Authors:
- Mo, Baichuan
Cao, Zhejing
Zhang, Hongmou
Shen, Yu
Zhao, Jinhua - Abstract:
- Highlights: Competition between AV and PT in a first-mile market is evaluated. Five scenarios with different regulation levels are tested. Supplies of AV and PT tend to concentrate both spatially and temporally. AV and PT competition results in higher profits for both operators. Passengers' generalized costs and system VKT are reduced after competition. Abstract: Emerging autonomous vehicles (AV) can either supplement the public transportation (PT) system or compete with it. This study examines the competitive perspective where both AV and PT operators are profit-oriented with dynamic adjustable supply strategies under five regulatory structures regarding whether the AV operator is allowed to change the fleet size and whether the PT operator is allowed to adjust headway. Four out of the five scenarios are constrained competition while the other one focuses on unconstrained competition to find the Nash Equilibrium. We evaluate the competition process as well as the system performance from the standpoints of four stakeholders—the AV operator, the PT operator, passengers, and the transport authority. We also examine the impact of PT subsidies on the competition results including both demand-based and supply-based subsidies. A heuristic algorithm is proposed to update supply strategies for AV and PT based on the operators' historical actions and profits. An agent-based simulation model is implemented in the first-mile scenario in Tampines, Singapore. We find that the competitionHighlights: Competition between AV and PT in a first-mile market is evaluated. Five scenarios with different regulation levels are tested. Supplies of AV and PT tend to concentrate both spatially and temporally. AV and PT competition results in higher profits for both operators. Passengers' generalized costs and system VKT are reduced after competition. Abstract: Emerging autonomous vehicles (AV) can either supplement the public transportation (PT) system or compete with it. This study examines the competitive perspective where both AV and PT operators are profit-oriented with dynamic adjustable supply strategies under five regulatory structures regarding whether the AV operator is allowed to change the fleet size and whether the PT operator is allowed to adjust headway. Four out of the five scenarios are constrained competition while the other one focuses on unconstrained competition to find the Nash Equilibrium. We evaluate the competition process as well as the system performance from the standpoints of four stakeholders—the AV operator, the PT operator, passengers, and the transport authority. We also examine the impact of PT subsidies on the competition results including both demand-based and supply-based subsidies. A heuristic algorithm is proposed to update supply strategies for AV and PT based on the operators' historical actions and profits. An agent-based simulation model is implemented in the first-mile scenario in Tampines, Singapore. We find that the competition can result in higher profits and higher system efficiency for both operators compared to the status quo. After the supply updates, the PT services are spatially concentrated to shorter routes feeding directly to the subway station and temporally concentrated to peak hours. On average, the competition reduces the travel time of passengers but increases their travel costs. Nonetheless, the generalized travel cost is reduced when incorporating the value of time. With respect to the system efficiency, the bus supply adjustment increases the average vehicle load and reduces the total vehicle kilometers traveled measured by the passenger car equivalent (PCE), while the AV supply adjustment does the opposite. The results suggest that PT should be allowed to optimize its supply strategies under specific operation goals and constraints, and AV operations should be regulated to reduce their system impacts, including potentially limiting the number of licenses, operation time, and service areas, which makes AV operate in a manner more complementary to the PT system. Providing subsidies to PT results in higher PT supply, profit, and market share, lower AV supply, profit, and market share, and increased passenger's generalized cost and total system PCE. … (more)
- Is Part Of:
- Transportation research. Volume 127(2021)
- Journal:
- Transportation research
- Issue:
- Volume 127(2021)
- Issue Display:
- Volume 127, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 127
- Issue:
- 2021
- Issue Sort Value:
- 2021-0127-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-06
- Subjects:
- Shared mobility-on-demand system -- Autonomous vehicles -- Public transportation -- Agent-based simulation -- Market competition -- Nash equilibrium
Transportation -- Periodicals
Transportation -- Technological innovations -- Periodicals
388.011 - Journal URLs:
- http://www.sciencedirect.com/science/journal/0968090X ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.trc.2021.103058 ↗
- Languages:
- English
- ISSNs:
- 0968-090X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9026.274620
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16844.xml