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A Review of Lithium-Ion Battery State of Health Estimation and Prediction Methods
World Electric Vehicle Journal, 2021 Lithium-ion power batteries have been widely used in transportation due to their advantages of long life, high specific power, and energy. However, the safety problems caused by the inaccurate estimation and prediction of battery health state have ...
Lei Yao +6 more
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Multi-modal framework for battery state of health evaluation using open-source electric vehicle data. [PDF]
Nat CommunAccurate, practical, and robust evaluation of the battery state of health is crucial to the efficient and reliable operation of electric vehicles. However, the limited availability of large-scale, high-quality field data hinders the development of the ...
Liu H +7 more
europepmc +2 more sources
Machine learning pipeline for battery state-of-health estimation [PDF]
Nature Machine Intelligence, 2021 Lithium-ion batteries are ubiquitous in applications ranging from portable electronics to electric vehicles. Irrespective of the application, reliable real-time estimation of battery state of health (SOH) by on-board computers is crucial to the safe ...
D. Roman +4 more
semanticscholar +1 more source
Nature Communications, 2023 Estimation of Li-ion battery state of health is crucial but requires time- and resource-consuming degradation tests for development. Here, authors propose a deep-learning method that enables accurate estimations without additional tests, ensuring ...
Jia-Huan Lu +4 more
semanticscholar +1 more source
Protection and Control of Modern Power Systems, 2023 Lithium-ion batteries (LIBs) are crucial for the large-scale utilization of clean energy. However, because of the complexity and real-time nature of internal reactions, the mechanism of capacity decline in LIBs is still unclear.
Yan-Shuo Liu +3 more
semanticscholar +1 more source
Scientific and targeted prevention and control measures to optimize COVID‐19 response
Health Care Science, 2023 Since the outbreak of the COVID‐19 pandemic, under the strong leadership of the Central Committee of the Communist Party of China and President Xi Jinping, China has made firm decisions to prioritize people's lives and health.
Released by the Taskforce for Joint Prevention and Control Mechanism for COVID‐19 under the State Council and the National Health Commission of P.R. China on November 11, 2022
doaj +1 more source
World Electric Vehicle Journal, 2021 The health assessment for energy storage batteries matters in the context of carbon neutrality. Dual closed-loops capacity framework integrated with a reduced-order electrochemical model including triple side reactions is put forward, realizing parameter
Bowen Xu +5 more
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Physics-Informed Neural Networks for State of Health Estimation in Lithium-Ion Batteries
Journal of the Electrochemical Society, 2023 One of the most challenging tasks of modern battery management systems is the accurate state of health estimation. While physico-chemical models are accurate, they have high computational cost.
Tobias Hofmann +5 more
semanticscholar +1 more source
Estimating the State of Health of Lithium-Ion Batteries with a High Discharge Rate through Impedance
Energies, 2021 Lithium-ion batteries are an attractive power source in many scenarios. In some particular cases, including providing backup power for drones, frequency modulation, and powering electric tools, lithium-ion batteries are required to discharge at a high ...
Shida Jiang, Zhengxiang Song
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State of Health Estimation Methods for Lithium‐Ion Batteries
International Journal of Energy Research, 2023 Contemporary lithium‐ion batteries (LIBs) are one of the main components of energy storage systems that need effective management to extend service life and increase reliability and safety.
Gulzat Nuroldayeva +4 more
semanticscholar +1 more source