4.3 Article

Ride matching and vehicle routing for on-demand mobility services

Journal

JOURNAL OF HEURISTICS
Volume 28, Issue 3, Pages 235-258

Publisher

SPRINGER
DOI: 10.1007/s10732-022-09491-7

Keywords

On-demand mobility; Ridesharing; Transfer; Heuristics

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This paper presents a novel methodology for integrated ride matching and vehicle routing for ODMS, which can provide efficient solutions and increase the profitability and number of served passengers. The results of experiments show that the methodology satisfies real-time execution requirements and can provide efficient solutions.
On-Demand Mobility Services (ODMS) have gained considerable popularity over the past few years. Travelers use mobile phone applications to easily request a ride, update trip itinerary and pay the ride fare. This paper describes a novel methodology for integrated ride matching and vehicle routing for ODMS with ridesharing and transfer options. The methodology adopts a hybrid heuristic approach, which enables solving medium to large problem instances in near real-time. The solution of this problem will be a set of routes for vehicles and a ride match for each passenger. The heuristic (1) promptly responds to individual ride requests, and (2) periodically re-evaluates the generated solutions and recommend modifications to enhance the overall solution quality by increasing the number of served passengers and total profit of the system. The results of a set of experiments considering hypothetical and real-world networks show that the methodology can provide efficient solutions while satisfying the real-time execution requirements. In addition, the results show that the Transportation Network Company (TNC) could serve more passengers and achieve higher profitability if more passengers are willing to rideshare or transfer. Also, activating a rollback procedure increases the number of served passengers and associated profits.

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