Increased Plan Stability in Cooperative Electric Vehicles Path-Planning
Monday, 03 Jun 2024·
,,,,
Jaël Champagne Gareau
Guillaume Gosset
Marc-André Lavoie
Éric Beaudry
Vladimir Makarenkov
Abstract
The Cooperative Electric Vehicles Planning Problem (CEVPP) has recently been
proposed as a multi-agent variant of the Electric Vehicle Path-Planning
Problem (EVPP). It consists in finding a set of paths for a fleet of electric
vehicles that minimizes the global plan execution time, including the time
spent waiting at the charging stations. In the proposed formulation, new
Electric Vehicles (EVs) can join the fleet at any time, and a centralized
planner recomputes the optimal plan every now and then to take them into
account. However, the newly computed plans of EVs that were already on the
road can change drastically, compared to their previous plans. In this paper,
we propose an extension of CEVPP that considers the plan stability in the
objective function as a way to reduce cognitive load on the human drivers. The
results of our experiments, conducted with real road networks and charging
stations, indicate that our approach can significantly reduce the variability
of the optimal plans, while keeping low the global plan execution time.
Type
Publication
Human-Aware and Explainable Planning Workshop (HAXP) at ICAPS 2024
Electric Vehicles
Cooperative
Multi-Agent
Contingency Planning
Deterministic Planning
Human-Aware
Plan Stability

Authors
Postdoctoral Researcher in Computer Science
I am currently a postdoctoral researcher in computer science at Université
TÉLUQ, where my research focuses on speeding up the conversion of integer and
floating-point numbers into decimal strings. During my doctoral studies, I
designed algorithms and data structures that leverage modern computer
architectures to solve large instances of Markov decision processes (MDPs). In
my master’s research, I developed routing algorithms for electric vehicles
aimed at determining the optimal path between two points while minimizing
travel time (including driving, charging, and expected waiting time at
charging stations).
Authors
Authors
Authors
Authors