Electric vehicle routing problem with machine learning for energy prediction

R Basso, B Kulcsár, I Sanchez-Diaz - Transportation Research Part B …, 2021 - Elsevier
Routing electric commercial vehicles requires taking into account their limited driving range,
which is affected by several uncertain factors such as traffic conditions. This paper presents …

[HTML][HTML] Dynamic stochastic electric vehicle routing with safe reinforcement learning

R Basso, B Kulcsár, I Sanchez-Diaz, X Qu - Transportation research part E …, 2022 - Elsevier
Dynamic routing of electric commercial vehicles can be a challenging problem since
besides the uncertainty of energy consumption there are also random customer requests …

Energy consumption estimation integrated into the electric vehicle routing problem

R Basso, B Kulcsár, B Egardt, P Lindroth… - … Research Part D …, 2019 - Elsevier
When planning routes for fleets of electric commercial vehicles, it is necessary to precisely
predict the energy required to drive and plan for charging whenever needed, in order to …

A data-driven method for energy consumption prediction and energy-efficient routing of electric vehicles in real-world conditions

C De Cauwer, W Verbeke, T Coosemans, S Faid… - Energies, 2017 - mdpi.com
Limited driving range remains one of the barriers for widespread adoption of electric
vehicles (EVs). To address the problem of range anxiety, this paper presents an energy …

Optimal charging and routing of electric vehicles with power constraints and time-of-use energy prices

G Ferro, M Paolucci, M Robba - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this article, a new mathematical formulation for the electric vehicle routing problem
(EVRP) is proposed. This formulation extends the Green Vehicle Routing Problem (GVRP) …

The electric vehicle routing problem with energy consumption uncertainty

S Pelletier, O Jabali, G Laporte - Transportation Research Part B …, 2019 - Elsevier
Compared with conventional freight vehicles, electric freight vehicles create less local
pollution and are thus generally perceived as a more sustainable means of goods …

A model for range estimation and energy-efficient routing of electric vehicles in real-world conditions

C De Cauwer, W Verbeke, J Van Mierlo… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
This paper presents an integrated model for energy consumption and range estimation,
capable of energy-efficient routing. This integrated model predicts the energy consumption …

A time and energy efficient routing algorithm for electric vehicles based on historical driving data

AM Bozorgi, M Farasat… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
A routing algorithm that leads to extended driving range and battery longevity of electric
vehicles (EV) is proposed. In addition to locating the time and energy efficient routes, the …

The electric vehicle routing problem with nonlinear charging function

A Montoya, C Guéret, JE Mendoza… - … Research Part B …, 2017 - Elsevier
Electric vehicle routing problems (E-VRPs) extend classical routing problems to consider the
limited driving range of electric vehicles. In general, this limitation is overcome by …

A computationally efficient simulation model for estimating energy consumption of electric vehicles in the context of route planning applications

KN Genikomsakis, G Mitrentsis - Transportation Research Part D: Transport …, 2017 - Elsevier
The fact that electric vehicles (EVs) are characterized by relatively short driving range not
only signifies the importance of routing applications to compute energy efficient or optimal …