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conference paper

A Two-layer Approach for Rebalancing Ride-hailing Vehicles

Beojone, Caio Vitor  
•
Zhu, Pengbo  
•
Sirmatel, Isik Ilber
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September 23, 2023
2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)
2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)

Ride-hailing services are emerging as a mode of transportation, necessitating modeling and control methods for efficient management. In this paper, we propose a hierarchical control framework for the optimal positioning of idle vehicles for maximizing service level. An economic model predictive controller at the upper layer repositions idle vehicles between urban regions towards balancing interregional responsiveness, while a coverage controller at the lower layer distributes idle vehicles over space towards balancing intraregional responsiveness. Studies on detailed simulations of an urban road network suggest the potential of the method for improving performance.

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Type
conference paper
DOI
10.1109/ITSC57777.2023.10422674
Web of Science ID

WOS:001178996702071

Author(s)
Beojone, Caio Vitor  

EPFL

Zhu, Pengbo  

EPFL

Sirmatel, Isik Ilber
Geroliminis, Nikolas  
Date Issued

2023-09-23

Publisher

IEEE

Publisher place

New York

Published in
2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)
ISBN of the book

979-8-3503-9946-2

Subjects

Technology

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LUTS  
Event nameEvent acronymEvent placeEvent date
2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)

Bilbao, Spain

2023-09-24 - 2023-09-28

FunderGrant Number

Swiss National Science Foundation (SNSF) under National Centre of Competence in Research, Dependable Ubiquitous Automation (NCCR Automation)

51NF40 180545

Available on Infoscience
June 19, 2024
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/208565
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