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With the increasing of electric vehicle (EV) adoption in recent years, the impact of EV charging activities to the power grid becomes more and more significant. In this article, an optimal scheduling algorithm which combines smart EV…

Optimization and Control · Mathematics 2017-03-16 Yingqi Xiong , Bin Wang , Chi-cheng Chu , Rajit Gadh

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…

Machine Learning · Computer Science 2021-06-15 Sina Baghali , Samiul Hasan , Zhaomiao Guo

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…

Systems and Control · Electrical Eng. & Systems 2019-11-18 Nanduni I. Nimalsiri , Chathurika P. Mediwaththe , Elizabeth L. Ratnam , Marnie Shaw , David B. Smith , Saman K. Halgamuge

Electric Vehicles (EVs), as their penetration increases, are not only challenging the sustainability of the power grid, but also stimulating and promoting its upgrading. Indeed, EVs can actively reinforce the development of the Smart Grid…

Computer Science and Game Theory · Computer Science 2016-04-18 Wenjing Shuai , Patrick Maillé , Alexander Pelov

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…

Systems and Control · Electrical Eng. & Systems 2024-06-14 Zongbao Zhang , Jiao Hao , Wenmeng Zhao , Yan Liu , Yaohui Huang , Xinhang Luo

Considering large scale implementation of electric vehicles (EVs), public EV charging stations are served as fuel tanks for EVs to meet the need of longer travelling distance and overcome the shortage of private charging piles. The…

Systems and Control · Electrical Eng. & Systems 2019-06-21 Bishal Upadhaya , Donghan Feng , Yun Zhou , Qiang Gui , Xiaojin Zhao , Dan Wu

With recent developments in vehicle and battery technologies, electric vehicles (EVs) are rapidly getting established as a sustainable alternative to traditional fossil-fuel vehicles. This has made the large-scale electrification of…

Systems and Control · Electrical Eng. & Systems 2023-02-27 Linji Chen , Homayoun Hamedmoghadam , Mahdi Jalili , Mohsen Ramezani

Reinforcement learning-based (RL-based) energy management strategy (EMS) is considered a promising solution for the energy management of electric vehicles with multiple power sources. It has been shown to outperform conventional methods in…

Artificial Intelligence · Computer Science 2022-12-20 Jincheng Hu , Yang Lin , Jihao Li , Zhuoran Hou , Dezong Zhao , Quan Zhou , Jingjing Jiang , Yuanjian Zhang

The grid-connected electric vehicles (EVs) serve as a promising regulating resource in the distribution grid with Vehicle-to-Grid (V2G) facilities. In the day-ahead stage, electric vehicle batteries (EVBs) need to be precisely dispatched…

Systems and Control · Electrical Eng. & Systems 2024-11-25 Yuanbo Chen , Kedi Zheng , Yuxuan Gu , Jianxiao Wang , Qixin Chen

With the rising popularity of electric vehicles (EVs), modern service systems, such as ride-hailing delivery services, are increasingly integrating EVs into their operations. Unlike conventional vehicles, EVs often have a shorter driving…

Artificial Intelligence · Computer Science 2025-06-27 Jinchun Du , Bojie Shen , Muhammad Aamir Cheema , Adel N. Toosi

With the advent of ever-growing vehicular applications, vehicular edge computing (VEC) has been a promising solution to augment the computing capacity of future smart vehicles. The ultimate challenge to fulfill the quality of service (QoS)…

Signal Processing · Electrical Eng. & Systems 2023-02-01 Youngsu Jang , Seongah Jeong , Joonhyuk Kang

This paper studies charging scheduling problem of electric vehicles (EVs) in the scale of a microgrid (e.g., a university or town) where a set of charging stations are controlled by a central aggregator. A bi-objective optimization problem…

Systems and Control · Computer Science 2016-06-07 Hwei-Ming Chung , Bahram Alinia , Noel Crespi , Chao-Kai Wen

With the current trend of transforming a centralized power system into a decentralized one for efficiency, reliability, and environment reasons, the concept of microgrid that integrates a variety of distributed energy resources (DERs) on…

Optimization and Control · Mathematics 2018-07-17 Zheming Liang , Yuanxiong Guo

The growing adoption of hybrid electric vehicles (HEVs) presents a transformative opportunity for revolutionizing transportation energy systems. The shift towards electrifying transportation aims to curb environmental concerns related to…

Systems and Control · Electrical Eng. & Systems 2023-12-27 Min Hua , Bin Shuai , Quan Zhou , Jinhai Wang , Yinglong He , Hongming Xu

The evolution of electric vehicles (EVs) is reshaping the automotive industry, advocating for more sustainable transportation practices. Accurately predicting EV charging behavior is essential for effective infrastructure planning and…

Systems and Control · Electrical Eng. & Systems 2025-11-07 Xiachong Lin , Arian Prabowo , Imran Razzak , Hao Xue , Matthew Amos , Sam Behrens , Flora D. Salim

This paper addresses the problem of predicting the energy consumption for the drivers of Battery electric vehicles (BEVs). Several external factors (e.g., weather) are shown to have huge impacts on the energy consumption of a vehicle…

Systems and Control · Electrical Eng. & Systems 2024-05-21 Yu-Wen Huang , Christian Prehofer , William Lindskog , Ron Puts , Pietro Mosca , Göran Kauermann

The electric vehicle (EV) and electric vehicle charging station (EVCS) have been widely deployed with the development of large-scale transportation electrifications. However, since charging behaviors of EVs show large uncertainties, the…

Systems and Control · Electrical Eng. & Systems 2023-01-25 Yuanzheng Li , Shangyang He , Yang Li , Leijiao Ge , Suhua Lou , Zhigang Zeng

In this paper we present a system architecture and a suitable control methodology for the load balancing of Fully Electric Vehicles at Charging Station (CS). Within the proposed architecture, control methodologies allow to adapt Distributed…

Systems and Control · Computer Science 2016-11-17 Andrea Mercurio , Alessandro Di Giorgio , Fabio Purificato

The logistical challenges and high costs associated with procuring and transporting fuel to remote military bases underscore the need for sustainable and resilient energy solutions. Integrating renewable energy sources and electric vehicles…

Optimization and Control · Mathematics 2025-08-19 Nathan Cho , Andrea Lodi , Anna Scaglione

Energy systems, climate change, and public health are among the primary reasons for moving toward electrification in transportation. Transportation electrification is being promoted worldwide to reduce emissions. As a result, many…

Machine Learning · Computer Science 2023-07-21 Hanif Tayarani , Trisha V. Ramadoss , Vaishnavi Karanam , Gil Tal , Christopher Nitta