[HTML][HTML] Thermal state monitoring of lithium-ion batteries: Progress, challenges, and opportunities

Y Zheng, Y Che, X Hu, X Sui, DI Stroe… - Progress in Energy and …, 2024 - Elsevier
Transportation electrification is a promising solution to meet the ever-rising energy demand
and realize sustainable development. Lithium-ion batteries, being the most predominant …

[HTML][HTML] Battery safety: Machine learning-based prognostics

J Zhao, X Feng, Q Pang, M Fowler, Y Lian… - Progress in Energy and …, 2024 - Elsevier
Lithium-ion batteries play a pivotal role in a wide range of applications, from electronic
devices to large-scale electrified transportation systems and grid-scale energy storage …

A fault diagnosis method for electric vehicle power lithium battery based on wavelet packet decomposition

J Jiang, R Zhang, Y Wu, C Chang, Y Jiang - Journal of Energy Storage, 2022 - Elsevier
This paper proposes a fault diagnosis method for electric vehicle power lithium battery
based on wavelet packet decomposition. Firstly, the original voltage signal is decomposed …

Physics-informed machine learning in prognostics and health management: State of the art and challenges

D Weikun, KTP Nguyen, K Medjaher, G Christian… - Applied Mathematical …, 2023 - Elsevier
Prognostics and health management (PHM) plays a constructive role in the equipment's
entire life health service. It has long benefited from intensive research into physics modeling …

State-of-the-art technologies in fault diagnosis of electric vehicles: A component-based review

A Choudhary, S Fatima… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Electric vehicle (EV) is crucial for future transportation which will improve fuel economy and
contributes toward the reduction of emissions. EVs are becoming an increasingly integrated …

Real-time estimation of 2-D temperature distribution in lithium-ion pouch cells

S Sattarzadeh, T Roy, S Dey - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Thermal management is an integral part of battery management systems due to the effect of
temperature on safety, lifetime, and efficiency of batteries. Therefore, a reliable real-time …

Thermal fault detection and localization framework for large format batteries

S Sattarzadeh, T Roy, S Dey - Journal of Power Sources, 2021 - Elsevier
Safety against thermal failures is crucial in battery systems. Real-time thermal diagnostics
can be a key enabler of such safer batteries. Thermal fault diagnostics in large format pouch …

Chebyshev–Galerkin-Based Thermal Fault Detection and Localization for Pouch-Type Li-Ion Battery

J Zhou, W Shen, Z Ma, X Mou, Y Zhou… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Temperature is a key factor affecting the safety of the Lithium-ion (Li-ion) battery. Therefore,
real-time thermal fault diagnosis is becoming more and more prominent, as battery faults …

Distributed thermal monitoring for large-format li-ion battery under limited sensing

J Zhou, L Chen, S Zhang, Y Zhou… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Thermal monitoring is critical to the safety of electric vehicles. Due to the uneven surface
temperature of large-format lithium-ion (Li-ion) batteries, traditional lump-based thermal …

Adaptive fault detection for lithium-ion battery combining physical model-based observer and BiLSTMNN learning approach

L Zhang, B Xia, F Zhang - Journal of Energy Storage, 2024 - Elsevier
Lithium-ion batteries possess one of the best energy-weight ratios, while safety and
reliability are critical issues for its continued operation. Due to extreme fast-charging, huge …