Increased Plan Stability in Cooperative Electric Vehicles Path-Planning

Monday, 03 Jun 2024·
Jaël Champagne Gareau
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
publications
Jaël Champagne Gareau
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).

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