Flexi-Sharing: A Flexible and Personalized Taxi-Sharing System

Yan Lyu, Victor C.S. Lee, Joseph K Y NG, Brian Y. Lim, Kai Liu*, Chao Chen

*Corresponding author for this work

Research output: Contribution to journalJournal articlepeer-review

17 Citations (Scopus)

Abstract

Taxi sharing is a promising approach to reducing energy consumptions, utilizing limited taxi resources efficiently while preserving the interest of individuals. The existing studies mostly fail to locate a pick-up/drop-off point for each individual passenger in scheduling the sharing route. Besides, they can hardly provide personalized services. To this end, we propose a new taxi-sharing system called Flexi-Sharing to provide flexible and personalized taxi sharing services. It considers the nearby alternative pick-up/drop-off locations and schedules a flexible sharing route with the maximum reduced travel distance by letting passengers walk a short distance. For a sharing request, Flexi-Sharing generates the sharing schedule consisting of a set of companions, the shortest sharing route and the best pick-up/drop-off locations by maximizing the satisfaction of involved passengers. Extensive experiments are conducted using a one-month taxi trajectory data collected in Chengdu, China. Experimental results show that Flexi-Sharing achieves 60% sharing rate and reduces 28 000 km travel distances per hour in the city, which are 15% higher and 16% longer than those of the method that delivers passengers at exact requested locations, respectively. Flexi-Sharing also promises a satisfactory system response time and provides superior sharing experiences.

Original languageEnglish
Article number8786246
Pages (from-to)9399-9413
Number of pages15
JournalIEEE Transactions on Vehicular Technology
Volume68
Issue number10
DOIs
Publication statusPublished - Oct 2019

Scopus Subject Areas

  • Automotive Engineering
  • Aerospace Engineering
  • Electrical and Electronic Engineering
  • Applied Mathematics

User-Defined Keywords

  • intelligent transportation systems
  • location-based services
  • Taxi sharing
  • taxi trajectories

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