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Public charging station occupancy prediction plays key importance in developing a smart charging strategy to reduce electric vehicle (EV) operator and user inconvenience. However, existing studies are mainly based on conventional…

机器学习 · 计算机科学 2021-11-16 Tai-Yu Ma , Sébastien Faye

With the increase in adoption of Electric Vehicles (EVs), proper utilization of the charging infrastructure is an emerging challenge for service providers. Overstaying of an EV after a charging event is a key contributor to low utilization.…

人工智能 · 计算机科学 2016-07-15 Arpita Biswas , Ragavendran Gopalakrishnan , Partha Dutta

This study addresses the challenge of predicting electric vehicle (EV) charging profiles in urban locations with limited data. Utilizing a neural network architecture, we aim to uncover latent charging profiles influenced by spatio-temporal…

Electric vehicles (EVs) are an eco-friendly alternative to vehicles with internal combustion engines. Despite their environmental benefits, the massive electricity demand imposed by the anticipated proliferation of EVs could jeopardize the…

系统与控制 · 电气工程与系统科学 2019-11-18 Nanduni I. Nimalsiri , Chathurika P. Mediwaththe , Elizabeth L. Ratnam , Marnie Shaw , David B. Smith , Saman K. Halgamuge

Electric Vehicles (EVs) are emerging as battery energy storage systems (BESSs) of increasing importance for different power grid services. However, the unique characteristics of EVs makes them more difficult to operate than dedicated BESSs.…

A high penetration of electric vehicles (EVs) will deeply impact the management of electric power systems. To avoid costly grid reinforcements and the risk of load curtailment due to EV charging, indirect load control via adapted economic…

最优化与控制 · 数学 2026-03-13 Icaro Silvestre Freitas Gomes , Adam Abdin , Jakob Puchinger , Yannick Perez

With the advances in the Internet of Things technology, electric vehicles (EVs) have become easier to schedule in daily life, which is reshaping the electric load curve. It is important to design efficient charging algorithms to mitigate…

系统与控制 · 电气工程与系统科学 2021-06-03 Yongsheng Cao , Hao Wang , Demin Li , Guanglin Zhang

By 2050, electric vehicles (EVs) are projected to account for 70% of global vehicle sales. While EVs provide environmental benefits, they also pose challenges for energy generation, grid infrastructure, and data privacy. Current research on…

密码学与安全 · 计算机科学 2025-02-04 Robert Marlin , Raja Jurdak , Alsharif Abuadbba , Dimity Miller

This paper proposes a probabilistic model for uncontrolled charging of electric vehicles (EVs). EV charging will add significant load to power systems in the coming years and, due to the convenience of charging at home, this is likely to…

信号处理 · 电气工程与系统科学 2019-07-23 Constance Crozier , Thomas Morstyn , Malcolm McCulloch

Due to the increasing popularity of electric vehicles (EVs) and the technological advancement of EV electronics, the vehicle-to-grid (V2G) technique and large-scale scheduling algorithms have been developed to achieve a high level of…

系统与控制 · 电气工程与系统科学 2022-10-14 Yubao Zhang , Xin Chen , Yuchen Zhang

In response to global warming and energy shortages, there has been a significant shift towards integrating renewable energy sources, energy storage systems, and electric vehicles. Deploying electric vehicles within smart grids offers a…

系统与控制 · 电气工程与系统科学 2025-02-18 Mehrshad Shokati , Parisa Mohammadi , Atoosa Amirinian

Electric Vehicle (EV) has become a preferable choice in the modern transportation system due to its environmental and energy sustainability. However, in many large cities, EV drivers often fail to find the proper spots for charging, because…

机器学习 · 计算机科学 2021-02-16 Weijia Zhang , Hao Liu , Fan Wang , Tong Xu , Haoran Xin , Dejing Dou , Hui Xiong

Electric vehicles (EVs) have been gaining popularity due to their environmental friendliness and efficiency. EV charging station networks are scalable solutions for supporting increasing numbers of EVs within modern electric grid…

机器学习 · 计算机科学 2018-04-04 Anshul Ramachandran , Ashwin Balakrishna , Peter Kundzicz , Anirudh Neti

Widespread electric vehicle (EV) adoption introduces new challenges for distribution grids due to large, localized load increases, stochastic charging behavior, and limited data availability. This paper proposes two data-driven methods to…

系统与控制 · 电气工程与系统科学 2025-11-19 Linhan Fang , Jesus Silva-Rodriguez , Xingpeng Li

The rapid expansion of electric vehicles (EVs) has rendered the load forecasting of electric vehicle charging stations (EVCS) increasingly critical. The primary challenge in achieving precise load forecasting for EVCS lies in accounting for…

系统与控制 · 电气工程与系统科学 2024-06-14 Zongbao Zhang , Jiao Hao , Wenmeng Zhao , Yan Liu , Yaohui Huang , Xinhang Luo

Transportation mode recognition (TMR) is a critical component of human activity recognition (HAR) that focuses on understanding and identifying how people move within transportation systems. It is commonly based on leveraging inertial,…

信号处理 · 电气工程与系统科学 2024-04-26 Christos Siargkas , Vasileios Papapanagiotou , Anastasios Delopoulos

The increasing market penetration of electric vehicles (EVs) may pose significant electricity demand on power systems. This electricity demand is affected by the inherent uncertainties of EVs' travel behavior that makes forecasting the…

机器学习 · 计算机科学 2021-06-15 Sina Baghali , Samiul Hasan , Zhaomiao Guo

In the context of energy transition and decarbonization of the economy, several governments will ban the sale of new combustion vehicles by 2050. Thus, growing penetration of electric vehicles (EVs) in distribution networks (DN) is…

系统与控制 · 电气工程与系统科学 2024-08-27 Octavio Ramos-Leaños , Hussein Suprême , Mouhamadou Makthar Dione , Daniel Chabot , Vincent Beaulieu

The electric vehicle (EV) industry is rapidly evolving owing to advancements in smart grid technologies and charging control strategies. While EVs are promising in decarbonizing the transportation system and providing grid services, their…

最优化与控制 · 数学 2023-09-04 Xiang Huo , Mingxi Liu

Maintaining grid stability amid widespread electric vehicle (EV) adoption is vital for sustainable transportation. Traditional optimization methods and Reinforcement Learning (RL) approaches often struggle with the high dimensionality and…

系统与控制 · 电气工程与系统科学 2025-02-06 Stavros Orfanoudakis , Peter Palensky , Pedro P. Vergara