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Customized bus service design for uncertain commuting travel demand
2021-05-21 Hits:Indexed by:Journal Papers
Date of Publication:2021-05-20
Journal:TRANSPORTMETRICA A-TRANSPORT SCIENCE
Volume:17
Issue:4
Page Number:1405-1430
ISSN No.:2324-9935
Key Words:bus route; bus timetable; bus deployment; demand uncertainty; risk-averse level; branch and price; heuristic algorithm
Abstract:This study proposes an interesting customized bus service design problem by considering travel demand uncertainty. Given a fleet of heterogeneous vehicles, a mixed integer linear programming (MILP) model is put forward for the complex decision making on bus routing, timetabling and bus deployment, with the objective of generating a set of profitable bus services to cater for diverse commuting-trip requests. To capture the risk-averse level of the bus operator in uncertain travel demand environment, a random variable describing the likelihood that the offered bus services are rejected by potential passengers and two associated control parameters are embedded in the MILP model, facilitating an adjustable robust optimization framework. A branch-and-price method is implemented to solve the model exactly. A column-generation-based heuristic method is proposed to solve large-scale problems. The effectiveness of both the exact and heuristic methods is assessed in numerical experiments.
Date of Publication:2021-05-20