Electric vehicle charging service operations: A review of machine learning applications for infrastructure planning, control, pricing and routing

N Fescioglu-Unver, MY Aktaş - Renewable and Sustainable Energy …, 2023 - Elsevier
The majority of global road transportation emissions come from passenger and freight
vehicles. Electric vehicles (EV) provide a sustainable transportation way, but customers' …

A review of the latest trends in technical and economic aspects of EV charging management

P Alaee, J Bems, A Anvari-Moghaddam - Energies, 2023 - mdpi.com
The transition from internal combustion engines to electric vehicles (EVs) has received
significant attention and investment due to its potential in reducing greenhouse gas …

A safe reinforcement learning-based charging strategy for electric vehicles in residential microgrid

S Zhang, R Jia, H Pan, Y Cao - Applied Energy, 2023 - Elsevier
With the growing popularity of electric vehicles (EVs), it is a new challenge for the residential
microgrid system to conduct charging scheduling to meet the charging demands of EVs …

[HTML][HTML] Planning of fast charging infrastructure for electric vehicles in a distribution system and prediction of dynamic price

P Chakraborty, M Pal - International Journal of Electrical Power & Energy …, 2024 - Elsevier
The increasing number of electric vehicles (EVs) has led to the need for installing public
electric vehicle charging stations (EVCS) to facilitate ease of use and to support users who …

[HTML][HTML] Electric vehicles charging management using deep reinforcement learning considering vehicle-to-grid operation and battery degradation

MM Shibl, LS Ismail, AM Massoud - Energy Reports, 2023 - Elsevier
EVs are becoming more popular and widely used worldwide due to their environmentally
friendliness as part of the world efforts to decrease the effects of climate change. Moreover …

EV charging command fast allocation approach based on deep reinforcement learning with safety modules

J Zhang, Y Guan, L Che… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Efficient real-time management of electric vehicle (EV) charging in a charging station (CS) is
vital to the integration of large-scale EVs in power grids. It faces critical challenges such as …

Reinforcement learning for electric vehicle charging scheduling: A systematic review

Z Zhao, CKM Lee, X Yan, H Wang - Transportation Research Part E …, 2024 - Elsevier
As climate change and environmental concerns have become increasingly pressing issues,
electric vehicles (EVs) have emerged as a viable and environmentally-friendly alternative to …

A multi-agent deep reinforcement learning paradigm to improve the robustness and resilience of grid connected electric vehicle charging stations against the …

R Sepehrzad, A Khodadadi, S Adinehpour, M Karimi - Energy, 2024 - Elsevier
The rising deployment of electric vehicle charging stations (EVCS) in existing power grids
and their integration with electric vehicles through communication systems are increasingly …

A two-stage approach to siting electric bus charging stations considering future-current demand

X Hu, H Lei, D Deng, Y Bi, J Zhao, R Wang - Journal of Cleaner Production, 2024 - Elsevier
With the global acceleration of the carbon-neutral process and the widespread adoption of
electric buses in various countries, the placement of charging stations plays a crucial role in …

Dynamic scheduling of electricity demand for decentralized EV charging systems

K Yadav, M Singh - Sustainable Energy, Grids and Networks, 2024 - Elsevier
The rapid growth of electric vehicles (EVs) has brought forth new challenges to the power
grid. Further, the simultaneous charging of EVs could lead to peak demand, potentially …