Optimizing routing and scheduling of shared autonomous electric taxis considering capacity constrained parking facilities

Qinru Hu, Simon Hu, Shiyu Shen, Yanfeng Ouyang, Xiqun (Michael) Chen

Research output: Contribution to journalArticlepeer-review

Abstract

This paper focuses on routing and scheduling of autonomous electric vehicles to provide reservation-based shared ride services, while a set of parking facilities with limited capacity are used for vehicle intermittent charging. A mixed-integer linear program model is formulated in the form of a vehicle routing problem with satellite facilities (VRPSF), subject to a series of additional time and capacity-related constraints. The objective of the model is to minimize the total operating costs of the system, including those related to vehicle miles traveled and the deployed vehicle fleet size. The number of vehicles inside each parking facility is tracked so as to ensure that the capacity is never exceeded throughout the service horizon. A customized solution method based on an adaptive large neighborhood search algorithm with an explicit treatment of parking facility choices is developed. A series of numerical experiments, consisting of both hypothetical examples and a real-world case study in Hangzhou, China, have been conducted to evaluate the effectiveness and applicability of the proposed model and algorithm. The results demonstrate that ride-sharing services and parking facilities have the potential to significantly reduce the total vehicle energy consumption and operating costs for a shared autonomous electric taxi (SAET) operator in practical scenarios.

Original languageEnglish (US)
Article number105557
JournalSustainable Cities and Society
Volume111
DOIs
StatePublished - Sep 15 2024

Keywords

  • Dial-a-ride problem
  • Parking provision
  • Ride-sharing
  • Shared autonomous electric taxis
  • Vehicle routing problem with satellite facility

ASJC Scopus subject areas

  • Geography, Planning and Development
  • Civil and Structural Engineering
  • Renewable Energy, Sustainability and the Environment
  • Transportation

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