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Related papers: Taking Second-life Batteries from Exhausted to Emp…

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This paper presents a combination of machine learning techniques to enable prompt evaluation of retired electric vehicle batteries as to either retain those batteries for a second-life application and extend their operation beyond the…

Systems and Control · Electrical Eng. & Systems 2023-04-10 Aki Takahashi , Anirudh Allam , Simona Onori

A key challenge that is currently hindering the widespread use of retired electric vehicle (EV) batteries for second-life (SL) applications is the ability to accurately estimate and monitor their state of health (SOH). Second-life battery…

Systems and Control · Electrical Eng. & Systems 2024-07-16 Xiaofan Cui , Muhammad Aadil Khan , Surinder Singh , Ratnesh Sharma , Simona Onori

Lithium-ion batteries are widely used in various applications, including portable electronic devices, electric vehicles, and renewable energy storage systems. Accurately estimating the remaining useful life of these batteries is crucial for…

Machine Learning · Computer Science 2023-05-18 Ganesh Kumar

Reliable health assessment of retired lithium-ion batteries is essential for safe and economically viable second-life deployment, yet remains difficult due to sparse measurements, incomplete historical records, heterogeneous chemistries,…

Signal Processing · Electrical Eng. & Systems 2025-12-02 Song Zhang , Ruohan Guo , Xiaohua Ge , Perter Mahon , Weixiang Shen

Hundreds of millions of people lack access to electricity. Decentralised solar-battery systems are key for addressing this whilst avoiding carbon emissions and air pollution, but are hindered by relatively high costs and rural locations…

Machine Learning · Computer Science 2022-02-16 Antti Aitio , David A. Howey

While the use of energy storage combined with grid-scale photovoltaic power plants continues to grow, given current lithium-ion battery prices, there remains uncertainty about the profitability of these solar-plus-storage projects. At the…

Physics and Society · Physics 2020-05-21 Ian Mathews , Bolun Xu , Wei He , Vanessa Barreto , Tonio Buonassisi , Ian Marius Peters

Understanding how batteries perform after automotive use is crucial to determining their potential for reuse. This article presents experimental results aimed at advancing knowledge of retired battery performance. Three modules extracted…

Systems and Control · Electrical Eng. & Systems 2025-07-21 Marwan Hassini , Colette Mintsa-Eya , Eduardo Redondo-Iglesias , Pascal Venet

Battery health assessment and recuperation play a crucial role in the utilization of second-life Li-ion batteries. However, due to ambiguous aging mechanisms and lack of correlations between the recovery effects and operational states, it…

Signal Processing · Electrical Eng. & Systems 2024-04-04 Riko I Made , Jing Lin , Jintao Zhang , Yu Zhang , Lionel C. H. Moh , Zhaolin Liu , Ning Ding , Sing Yang Chiam , Edwin Khoo , Xuesong Yin , Guangyuan Wesley Zheng

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

As electric vehicles (EVs) approach the end of their operational life, their batteries retain significant economic value and present promising opportunities for second-life use and material recycling. This is particularly compelling for…

Artificial Intelligence · Computer Science 2025-02-25 Shengyu Tao , Guangyuan Ma , Huixiong Yang , Minyan Lu , Guodan Wei , Guangmin Zhou , Xuan Zhang

Due to the increasing volume of Electric Vehicles in automotive markets and the limited lifetime of onboard lithium-ion batteries (LIBs), the large-scale retirement of LIBs is imminent. The battery packs retired from Electric Vehicles still…

Systems and Control · Electrical Eng. & Systems 2023-08-15 Xubo Gu , Hanyu Bai , Xiaofan Cui , Juner Zhu , Weichao Zhuang , Zhaojian Li , Xiaosong Hu , Ziyou Song

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

The increased deployment of intermittent renewable energy generators opens up opportunities for grid-connected energy storage. Batteries offer significant flexibility but are relatively expensive at present. Battery lifetime is a key factor…

Systems and Control · Computer Science 2018-02-21 Jorn M. Reniers , Grietus Mulder , Sina Ober-Blobaum , David A. Howey

Capacity degradation of lithium-ion batteries under long-term cyclic aging is modelled via a flexible sigmoidal-type regression set-up, where the regression parameters can be interpreted. Different approaches known from the literature are…

Applications · Statistics 2019-07-31 Marcus Johnen , Simon Pitzen , Udo Kamps , Maria Kateri , Dirk Uwe Sauer

The degradation process of lithium-ion batteries is intricately linked to their entire lifecycle as power sources and energy storage devices, encompassing aspects such as performance delivery and cycling utilization. Consequently, the…

Machine Learning · Computer Science 2023-08-16 Yue Xiang , Bo Jiang , Haifeng Dai

Lithium-ion batteries are increasingly being deployed in liberalised electricity systems, where their use is driven by economic optimisation in a specific market context. However, battery degradation depends strongly on operational profile,…

Systems and Control · Electrical Eng. & Systems 2021-03-15 Jorn M. Reniers , Grietus Mulder , David A. Howey

Battery health monitoring and prediction are critically important in the era of electric mobility with a huge impact on safety, sustainability, and economic aspects. Existing research often focuses on prediction accuracy but tends to…

Machine Learning · Computer Science 2024-04-24 Yunyi Zhao , Zhang Wei , Qingyu Yan , Man-Fai Ng , B. Sivaneasan , Cheng Xiang

The smart grid with its two-way communication and bi-directional power layers is a cornerstone in the combat against global warming. It allows for the large scale adoption of distributed (individually-owned) renewable energy resources such…

Physics and Society · Physics 2025-10-20 Matthias Pilz , Omar Ellabban , Luluwah Al-Fagih

This paper investigates the economic impact of vehicle-home-grid integration through an online optimization algorithm that manages energy flows between an electric vehicle, a household, and the electrical grid. The algorithm exploits…

Systems and Control · Electrical Eng. & Systems 2026-04-23 Francesco Popolizio , Torsten Wik , Chih Feng Lee , Changfu Zou

A growing interest in the study of aging related phenomena in lithium-ion batteries is propelled by the increasing utilization of energy storage systems in electric vehicles and in buildings as stationery energy accumulators paired with…

Systems and Control · Electrical Eng. & Systems 2022-06-14 Cory Miller , Mithun Goutham , Xiaoling Chen , Prasad Dev Hanumalagutti , Rachel Blaser , Stephanie Stockar
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