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Accurate estimation of battery state of health is crucial for effective electric vehicle battery management. Here, we propose five health indicators that can be extracted online from real-world electric vehicle operation and develop a…

Machine Learning · Computer Science 2024-09-24 Andrea Lanubile , Pietro Bosoni , Gabriele Pozzato , Anirudh Allam , Matteo Acquarone , Simona Onori

In recent years, battery technology for electric vehicles (EVs) has been a major focus, with a significant emphasis on developing new battery materials and chemistries. However, accurately predicting key battery parameters, such as…

Machine Learning · Computer Science 2023-08-08 Niranjan Sitapure , Atharva Kulkarni

Electric vehicles and renewable energy systems need batteries that charge quickly, last many years and still store a lot of energy, but current chemistries struggle to deliver all three. Inspired by electric fish that deliver bursts of…

Systems and Control · Electrical Eng. & Systems 2025-09-30 Raheel Ali , Rayid Ali

Lithium-ion batteries (LIBs) are the leading technology used in consumer electronics, electric vehicles, and grid-level electrochemical energy storage applications. The ever-increasing use of LIBs has highlighted a gap in understanding of…

The sustainable utilization of lithium-ion batteries (LIBs) is crucial to the global energy transition and carbon neutrality, yet data scarcity and heterogeneity remain major barriers across remanufacturing, reusing, and recycling. This…

Machine Learning · Computer Science 2025-09-29 Shengyu Tao

The subject of the article is the study and comparison of two approaches to modelling the battery discharge of a CubeSat satellite: analytical using equivalent circuit and machine learning. The article aims to make a reasoned choice of the…

Software Engineering · Computer Science 2025-07-22 Igor Turkin , Lina Volobuieva , Andriy Chukhray , Oleksandr Liubimov

Batteries are dynamic systems with complicated nonlinear aging, highly dependent on cell design, chemistry, manufacturing, and operational conditions. Prediction of battery cycle life and estimation of aging states is important to…

Systems and Control · Electrical Eng. & Systems 2024-10-11 Joachim Schaeffer , Giacomo Galuppini , Jinwook Rhyu , Patrick A. Asinger , Robin Droop , Rolf Findeisen , Richard D. Braatz

Aiming at the dilemma that most laboratory data-driven diagnostic and prognostic methods cannot be applied to field batteries in passenger cars and energy storage systems, this paper proposes a method to bridge field data and laboratory…

Applications · Statistics 2025-05-15 Yanbin Zhao , Hao Liu , Zhihua Deng , Tong Li , Haoyi Jiang , Zhenfei Ling , Xingkai Wang , Lei Zhang , Xiaoping Ouyang

The adoption of electric vehicles (EVs) is rapidly growing as a key solution to reducing greenhouse gas emissions. However, prolonged charging times remain a significant barrier to widespread EV usage, especially for individuals without…

Systems and Control · Electrical Eng. & Systems 2025-07-17 Jonathan Olivares , Tyler Depe , Rakeshkumar Mahto

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

The rapid adoption of battery-powered vehicles and energy storage systems over the past decade has made battery health monitoring increasingly critical. Batteries play a central role in the efficiency and safety of these systems, yet they…

Machine Learning · Computer Science 2025-11-18 Janak M. Patel , Milad Ramezankhani , Anirudh Deodhar , Dagnachew Birru

Retired batteries (RBs) for second-life applications offer promising economic and environmental benefits. However, accurate and efficient sorting of RBs with discrepant characteristics persists as a pressing challenge. In this study, we…

Systems and Control · Electrical Eng. & Systems 2024-04-22 Ruohan Guo , Feng Wang , Cungang Hu , Weixiang Shen

Accurately predicting the future health of batteries is necessary to ensure reliable operation, minimise maintenance costs, and calculate the value of energy storage investments. The complex nature of degradation renders data-driven…

Applications · Statistics 2020-06-05 Robert R. Richardson , Michael A. Osborne , David A. Howey

The penetration of the lithium-ion battery energy storage system (BESS) into the power system environment occurs at a colossal rate worldwide. This is mainly because it is considered as one of the major tools to decarbonize, digitalize, and…

Systems and Control · Electrical Eng. & Systems 2022-07-06 Anton V. Vykhodtsev , Darren Jang , Qianpu Wang , Hamidreza Zareipour , William D. Rosehart

Battery diagnosis, prognosis and health management models play a critical role in the integration of battery systems in energy and mobility fields. However, large-scale deployment of these models is hindered by a myriad of challenges…

Machine Learning · Computer Science 2023-10-17 Nur Banu Altinpulluk , Deniz Altinpulluk , Paritosh Ramanan , Noah Paulson , Feng Qiu , Susan Babinec , Murat Yildirim

Power batteries are essential components in electric vehicles, where internal structural defects can pose serious safety risks. We conduct a comprehensive study on a new task, power battery detection (PBD), which aims to localize the dense…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Xiaoqi Zhao , Peiqian Cao , Chenyang Yu , Zonglei Feng , Lihe Zhang , Hanqi Liu , Jiaming Zuo , Youwei Pang , Jinsong Ouyang , Weisi Lin , Georges El Fakhri , Huchuan Lu , Xiaofeng Liu

Lithium-ion batteries (LIBs) have found wide applications in a variety of fields such as electrified transportation, stationary storage and portable electronics devices. A battery management system (BMS) is critical to ensure the…

Systems and Control · Electrical Eng. & Systems 2024-02-02 Yiming Xu , Xiaohua Ge , Ruohan Guo , Weixiang Shen

As the number of electric vehicles rapidly increases, their peak demand on the grid becomes one of the major challenges. A battery-assisted charging concept has emerged recently, which allows to accumulate energy during off-peak hours and…

Systems and Control · Electrical Eng. & Systems 2020-11-16 Junade Ali , Vladimir Dyo , Sijing Zhang

Second-life battery energy storage systems (SL-BESS) are an economical means of long-duration grid energy storage. They utilize retired battery packs from electric vehicles to store and provide electrical energy at the utility scale.…

Systems and Control · Electrical Eng. & Systems 2024-08-30 Amir Farakhor , Di Wu , Pingen Chen , Junmin Wang , Yebin Wang , Huazhen Fang

As demand for computing resources continues to rise, the increasing cost of electricity and anticipated regulations on carbon emissions are prompting changes in data center power systems. Many providers are now operating compute nodes in…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-24 Paul Kilian , Philipp Wiesner , Odej Kao