A Two-layer Approach for Rebalancing Ride-hailing Vehicles
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.
WOS:001178996702071
2023-09-23
New York
979-8-3503-9946-2
REVIEWED
EPFL
Event name | Event acronym | Event place | Event date |
Bilbao, Spain | 2023-09-24 - 2023-09-28 | ||
Funder | Grant Number |
Swiss National Science Foundation (SNSF) under National Centre of Competence in Research, Dependable Ubiquitous Automation (NCCR Automation) | 51NF40 180545 |