An Efficient Electric Vehicle Path-Planner That Considers the Waiting Time
An EV charging at a public station in MontréalAbstract
In the last few years, several studies have considered different variants of
the Electric Vehicle Journey Planning (EVJP) problem that consists in finding
the shortest path (according to time) between two given points, passing by
several charging stations and respecting the range of the vehicle. The total
time taken by the vehicle is the sum of the driving time, the charging time
and the waiting time. Unfortunately, the consideration of the waiting time has
been neglected by previous studies. This study aims to fill this gap by
introducing: (1) a graph relabeling technique using a probabilistic model of
charging station occupancy generated using real EV stations data; (2) an
alternative paths generation technique which accounts for worse than expected
waiting time at various charging stations. Our empirical results indicate that
the a priori consideration of charging station occupancy by graph relabeling
can reduce the waiting time by more than 75%, while having a negligible impact
on the driving time, and that the generation of alternative paths helps reduce
the waiting (and total) time even more. For our public station network dataset
and the current station occupancy (for now quite low), the mean total journey
time (computed over 1000 requests) decreased by 17.3 minutes when our new
technique was used.
Type
Publication
Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems

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