Data-driven methods for predicting the state of health, state of charge, and remaining useful life of li-ion batteries: A comprehensive review

E Kim, M Kim, J Kim, J Kim, JH Park, KT Kim… - International Journal of …, 2023 - Springer
Lithium-ion batteries are widely used in electric vehicles, electronic devices, and energy
storage systems owing to their high energy density, long life, and outstanding performance …

Aging and post-aging thermal safety of lithium-ion batteries under complex operating conditions: A comprehensive review

Z Wang, Q Zhao, S Wang, Y Song, B Shi, J He - Journal of Power Sources, 2024 - Elsevier
Lithium-ion batteries are widely used in energy-storage systems and electric vehicles and
are quickly extending into various other fields. Aging and thermal safety present key …

Effect of initial temperature on electrochemical and thermal characteristics of a lithium-ion battery during charging process

M Tan, Y Gan, J Liang, L He, Y Li, S Song… - Applied Thermal …, 2020 - Elsevier
Due to the discharging or long-term placing, the initial temperature of a lithium-ion battery
during charging is different, which may lead to various electrochemical and thermal …

Multiphysics modeling of lithium-ion, lead-acid, and vanadium redox flow batteries

MT Castro, JAD Del Rosario, MN Chong… - Journal of Energy …, 2021 - Elsevier
The increasing demand for batteries' application in grid-balancing, electric vehicles, and
portable electronics has prompted research efforts on improving their performance and …

State of health estimation of lithium-ion battery cell based on optical thermometry with physics-informed machine learning

J Jang, J Jo, J Kim, S Lee, T Lee, J Yoo - Engineering Applications of …, 2025 - Elsevier
Effective thermal management and accurate state of health (SOH) estimation of lithium-ion
batteries is crucial for ensuring their safety, reliability, and longevity. This study presents …

A data-driven approach to state of health estimation and prediction for a lithium-ion battery pack of electric buses based on real-world data

N Xu, Y Xie, Q Liu, F Yue, D Zhao - Sensors, 2022 - mdpi.com
In the era of big data, using big data to realize the online estimation of battery SOH has
become possible. Traditional solutions based on theoretical models cannot take into …

Experimental and numerical study on the thermal behavior of a large lithium-ion prismatic cell with natural air convection

R Youssef, MS Hosen, J He… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
This article attempts to study the thermal characteristic and behavior of a large commercial
prismatic lithium-ion battery cell (50 Ah) for the application of rechargeable energy storage …

Conceptual thermal design for 40 ft container type 3.8 MW energy storage system by using computational simulation

H Kwon, J Choi, SC Sung, HM Kim, SK Lee… - … Energy Technologies and …, 2023 - Elsevier
Since the application of wind guide and flow circulators makes the flow inside the energy
storage system complicated and difficult to predict, research to numerically predict the flow …

Research on performance of thermal management system integrated with multiple heat exchange methods

L Zhang, Q Yuan, S Hu, X Xu - Ionics, 2022 - Springer
A good thermal management system can effectively improve the performance of the lithium-
ion battery and ensure the thermal safety of the lithium-ion battery. Therefore, based on the …

Correlation between changes in environmental temperature and performance of high-discharge lithium-polymer batteries

J Choi, H Park - Frontiers in Energy Research, 2022 - frontiersin.org
Electric vehicles (EVs) have been developed to solve environmental problems and the
depletion of energy resources, and batteries have been used as their main energy source …