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In the era of sustainable transportation, the significance of electric vehicles (EVs) and their battery technology is becoming increasingly paramount. This study addresses the critical aspect of EV battery reliability, an essential factor…

Systems and Control · Electrical Eng. & Systems 2024-01-11 Jing , Lin , Christofer Silfvenius

Energy efficient navigation constitutes an important challenge in electric vehicles, due to their limited battery capacity. We employ a Bayesian approach to model the energy consumption at road segments for efficient navigation. In order to…

Machine Learning · Computer Science 2023-02-15 Niklas Åkerblom , Yuxin Chen , Morteza Haghir Chehreghani

Electrical vehicle (EV) raises to promote an eco-sustainable society. Nevertheless, the "range anxiety" of EV hinders its wider acceptance among customers. This paper proposes a novel solution to range anxiety based on a federated-learning…

Systems and Control · Electrical Eng. & Systems 2022-01-26 Shiliang Zhang

Electric vehicles (EVs) have enjoyed increasing adoption because of the global concerns about the petroleum dependence and greenhouse gas emissions. However, their limited driving range fosters the occurrence of charging requests deriving…

Systems and Control · Electrical Eng. & Systems 2019-08-13 Yongxing Wang , Jun Bi

The advent of larger machine learning (ML) models have improved state-of-the-art (SOTA) performance in various modeling tasks, ranging from computer vision to natural language. As ML models continue increasing in size, so does their…

Machine Learning · Computer Science 2021-03-31 Omar Shaikh , Jon Saad-Falcon , Austin P Wright , Nilaksh Das , Scott Freitas , Omar Isaac Asensio , Duen Horng Chau

The race for road electrification has started, and convincing drivers to switch from fuel-powered vehicles to electric vehicles requires robust Electric Vehicle (EV) charging infrastructure. This article proposes an innovative EV charging…

Systems and Control · Electrical Eng. & Systems 2022-06-23 Victor Radermecker , Lieselot Vanhaverbeke

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

As an environment-friendly substitute for conventional fuel-powered vehicles, electric vehicles (EVs) and their components have been widely developed and deployed worldwide. The large-scale integration of EVs into power grid brings both…

Other Computer Science · Computer Science 2016-09-12 Wanrong Tang , Suzhi Bi , Ying Jun , Zhang

Micromobility systems, which include lightweight and low-speed vehicles such as bicycles, e-bikes, and e-scooters, have become an important part of urban transportation and are used to solve problems such as traffic congestion, air…

Machine Learning · Computer Science 2025-08-25 Sen Yan , Chinmaya Kaundanya , Noel E. O'Connor , Suzanne Little , Mingming Liu

In this work, a simple methodology to follow the behavior of motorized urban vehicles, from the point of view of personal finances, is presented. Including the acquisition of a new vehicle, the analysis considers the driving distance per…

Fluid Dynamics · Physics 2024-01-25 René Ledesma-Alonso , Guillermo Becerra-Nuñez

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…

Systems and Control · Electrical Eng. & Systems 2025-11-19 Linhan Fang , Jesus Silva-Rodriguez , Xingpeng Li

Power loss estimation is an indispensable procedure to conduct lifetime prediction for power semiconductor device. The previous studies successfully perform steady-state power loss estimation for different applications, but which may be…

Systems and Control · Electrical Eng. & Systems 2022-08-30 Hongjian Xia , Yi Zhang , Dao Zhou , Minyou Chen , Wei Lai , Yunhai Wei , Huai Wang

With continuous advancements in science and technology, there is increasing focus on environmental sustainability, leading to heightened interest in autonomous electric vehicles (AEVs). AEVs hold significant potential for enhancing electric…

Systems and Control · Electrical Eng. & Systems 2024-09-19 Qasim Ajao , Lanre Sadeeq

Deep learning models have revolutionized various fields, from image recognition to natural language processing, by achieving unprecedented levels of accuracy. However, their increasing energy consumption has raised concerns about their…

Machine Learning · Computer Science 2024-09-18 Shreyank N Gowda , Xinyue Hao , Gen Li , Shashank Narayana Gowda , Xiaobo Jin , Laura Sevilla-Lara

Autonomous vehicles (AV) are expected to reshape future transportation systems, and decision-making is one of the critical modules toward high-level automated driving. To overcome those complicated scenarios that rule-based methods could…

Robotics · Computer Science 2023-09-25 Yuning Wang , Zeyu Han , Yining Xing , Shaobing Xu , Jianqiang Wang

With the increasing penetration of electric vehicles (EVs) into the automotive market, the electricity peak demand would increase significantly due to home-EV-charging. This paper tackles this problem by defining an 'ideal' EV consumption…

Systems and Control · Electrical Eng. & Systems 2024-12-20 Qun Zhang , Gururaghav Raman , Jimmy Chih-Hsien Peng

The energy consumption of deep learning models is increasing at a breathtaking rate, which raises concerns due to potential negative effects on carbon neutrality in the context of global warming and climate change. With the progress of…

Computer Vision and Pattern Recognition · Computer Science 2021-10-13 Bo Li , Xinyang Jiang , Donglin Bai , Yuge Zhang , Ningxin Zheng , Xuanyi Dong , Lu Liu , Yuqing Yang , Dongsheng Li

This work presents an extended version of the Vehicle Energy Dataset (VED), which is a openly released large-scale dataset for vehicle energy consumption analysis. Compared with its original version, the extended VED (eVED) dataset is…

Machine Learning · Computer Science 2022-03-17 Shiliang Zhang , Dyako Fatih , Fahmi Abdulqadir , Tobias Schwarz , Xuehui Ma

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…

Systems and Control · Electrical Eng. & Systems 2025-02-18 Mehrshad Shokati , Parisa Mohammadi , Atoosa Amirinian

Electric vehicles (EVs) have the potential to reduce grid stress through smart charging strategies while simultaneously meeting user demand. This requires accurate forecasts of key charging parameters, such as energy demand and connection…

Systems and Control · Electrical Eng. & Systems 2025-08-26 Parnian Alikhani , Nico Brinkel , Wouter Schram , Ioannis Lampropoulos , Wilfried van Sark
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