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The exponential growth of electric vehicles (EVs) presents novel challenges in preserving battery health and in addressing the persistent problem of vehicle range anxiety. To address these concerns, wireless charging, particularly, Mobile…

机器人学 · 计算机科学 2023-08-31 Jiaming Wang , Jiqian Dong , Sikai Chen , Shreyas Sundaram , Samuel Labi

With the widespread adoption of electric vehicles (EVs), navigating for EV drivers to select a cost-effective charging station has become an important yet challenging issue due to dynamic traffic conditions, fluctuating electricity prices,…

机器学习 · 计算机科学 2025-02-28 Tianyang Qi , Shibo Chen , Jun Zhang

The increasing number of unmanned aerial vehicles (UAVs) in urban environments requires a strategy to minimize their environmental impact, both in terms of energy efficiency and noise reduction. In order to reduce these concerns, novel…

人工智能 · 计算机科学 2024-09-27 Federica Tonti , Jean Rabault , Ricardo Vinuesa

The electrification of shared mobility has become popular across the globe. Many cities have their new shared e-mobility systems deployed, with continuously expanding coverage from central areas to the city edges. A key challenge in the…

机器学习 · 计算机科学 2024-09-21 Man Luo , Bowen Du , Wenzhe Zhang , Tianyou Song , Kun Li , Hongming Zhu , Mark Birkin , Hongkai Wen

The increasing integration of electric vehicles (EVs) into the grid can pose a significant risk to the distribution system operation in the absence of coordination. In response to the need for effective coordination of EVs within the…

系统与控制 · 电气工程与系统科学 2024-03-21 Jiarong Fan , Ariel Liebman , Hao Wang

With growing interest in sustainable logistics, electric vehicle (EV)-based deliveries offer a promising alternative for urban distribution. However, EVs face challenges due to their limited battery capacity, requiring careful planning for…

人工智能 · 计算机科学 2025-08-05 Arindam Khanda , Anurag Satpathy , Amit Jha , Sajal K. Das

The electric vehicle routing problem with time windows (EVRPTW) is a complex optimization problem in sustainable logistics, where routing decisions must minimize total travel distance, fleet size, and battery usage while satisfying strict…

机器学习 · 计算机科学 2026-01-22 Mertcan Daysalilar , Fuat Uyguroglu , Gabriel Nicolosi , Adam Meyers

With the growing popularity of electric vehicles (EVs), maintaining power grid stability has become a significant challenge. To address this issue, EV charging control strategies have been developed to manage the switch between…

系统与控制 · 电气工程与系统科学 2023-08-21 Junkai Qian , Yuning Jiang , Xin Liu , Qing Wang , Ting Wang , Yuanming Shi , Wei Chen

The deep reinforcement learning-based energy management strategies (EMS) have become a promising solution for hybrid electric vehicles (HEVs). When driving cycles are changed, the neural network will be retrained, which is a time-consuming…

机器学习 · 计算机科学 2022-04-21 Jingyi Xu , Zirui Li , Li Gao , Junyi Ma , Qi Liu , Yanan Zhao

The rapid growth of electric vehicles (EVs) necessitates the strategic placement of charging stations to optimize resource utilization and minimize user inconvenience. Reinforcement learning (RL) offers an innovative approach to identifying…

机器学习 · 计算机科学 2025-11-04 Minh-Duc Nguyen , Dung D. Le , Phi Long Nguyen

Real-time applications of energy management strategies (EMSs) in hybrid electric vehicles (HEVs) are the harshest requirements for researchers and engineers. Inspired by the excellent problem-solving capabilities of deep reinforcement…

信号处理 · 电气工程与系统科学 2022-12-14 Hao Chen , Gang Guo , Bangbei Tang , Guo Hu , Xiaolin Tang , Teng Liu

New forms of on-demand transportation such as ride-hailing and connected autonomous vehicles are proliferating, yet are a challenging use case for electric vehicles (EV). This paper explores the feasibility of using deep reinforcement…

系统与控制 · 电气工程与系统科学 2019-12-10 Jacob F. Pettit , Ruben Glatt , Jonathan R. Donadee , Brenden K. Petersen

The transition to electric transportation is a key enabler for intelligent and sustainable cities; however, inadequate charging infrastructure remains a major barrier to large-scale electric vehicle (EV) adoption. This paper presents a…

系统与控制 · 电气工程与系统科学 2026-04-21 Rishit Agnihotri , Amit Chaurasia

Smart traffic control and management become an emerging application for Deep Reinforcement Learning (DRL) to solve traffic congestion problems in urban networks. Different traffic control and management policies can be tested on the traffic…

多智能体系统 · 计算机科学 2021-05-31 Zijian Hu , Chengxiang Zhuge , Wei Ma

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…

With the recent advances in mobile energy storage technologies, electric vehicles (EVs) have become a crucial part of smart grids. When EVs participate in the demand response program, the charging cost can be significantly reduced by taking…

系统与控制 · 电气工程与系统科学 2022-10-05 Zixuan Zhang , Yuning Jiang , Yuanming Shi , Ye Shi , Wei Chen

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

Deep Reinforcement Learning (DRL) uses diverse, unstructured data and makes RL capable of learning complex policies in high dimensional environments. Intelligent Transportation System (ITS) based on Autonomous Vehicles (AVs) offers an…

机器学习 · 计算机科学 2022-06-30 Anum Mushtaq , Irfan ul Haq , Muhammad Azeem Sarwar , Asifullah Khan , Omair Shafiq

Despite the rapid expansion of electric vehicle (EV) charging networks, questions remain about their efficiency in meeting the growing needs of EV drivers. Previous simulation-based approaches, which rely on static behavioural rules, have…

多智能体系统 · 计算机科学 2026-02-03 Zixin Feng , Qunshan Zhao , Alison Heppenstall

The past decade has seen a rapid penetration of electric vehicles (EV) in the market, more and more logistics and transportation companies start to deploy EVs for service provision. In order to model the operations of a commercial EV fleet,…

机器学习 · 计算机科学 2021-08-24 Bo Lin , Bissan Ghaddar , Jatin Nathwani
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