Deep learning framework for lithium-ion battery state of charge estimation: Recent advances and future perspectives

J Tian, C Chen, W Shen, F Sun, R **ong - Energy Storage Materials, 2023 - Elsevier
Accurate state of charge (SOC) constitutes the basis for reliable operations of lithium-ion
batteries. The deep learning technique, a game changer in many fields, has recently …

[HTML][HTML] The heating triangle: A quantitative review of self-heating methods for lithium-ion batteries at low temperatures

H Ruan, JV Barreras, M Steinhardt, A Jossen… - Journal of Power …, 2023 - Elsevier
Lithium-ion batteries at low temperatures have slow recharge times alongside reduced
available power and energy. Battery heating is a viable way to address this issue, and self …

Flexible battery state of health and state of charge estimation using partial charging data and deep learning

J Tian, R **ong, W Shen, J Lu, F Sun - Energy Storage Materials, 2022 - Elsevier
Accurately monitoring battery states over battery life plays a central role in building
intelligent battery management systems. This study proposes a flexible method using only …

Battery state-of-charge estimation amid dynamic usage with physics-informed deep learning

J Tian, R **ong, J Lu, C Chen, W Shen - Energy Storage Materials, 2022 - Elsevier
Accurate estimation of state of charge (SOC) constitutes the basis to enable the reliable
operations of lithium-ion batteries. The recent development in deep learning provides an …

In Situ Li‐Plating Diagnosis for Fast‐Charging Li‐Ion Batteries Enabled by Relaxation‐Time Detection

L Xu, Y **ao, Y Yang, R Xu, YX Yao… - Advanced …, 2023 - Wiley Online Library
The Li‐plating behavior of Li‐ion batteries under fast‐charging conditions is elusive due to a
lack of reliable indicators of the Li‐plating onset. In this work, the relaxation time constant of …

Dry electrode technology for scalable and flexible high-energy sulfur cathodes in all-solid-state lithium-sulfur batteries

JK Hu, H Yuan, SJ Yang, Y Lu, S Sun, J Liu… - Journal of Energy …, 2022 - Elsevier
All-solid-state lithium-sulfur batteries (ASSLSBs) employing sulfide solid electrolytes are one
of the most promising next-generation energy storage systems due to their potential for …

Targeting the low-temperature performance degradation of lithium-ion batteries: A non-destructive bidirectional pulse current heating framework

R Huang, G Wei, X Zhou, J Zhu, X Pan, X Wang… - Energy Storage …, 2024 - Elsevier
The poor low-temperature performance of lithium-ion batteries (LIBs) significantly impedes
the widespread adoption of electric vehicles (EVs) and energy storage systems (ESSs) in …

An ultra-fast charging strategy for lithium-ion battery at low temperature without lithium plating

Y Qin, P Zuo, X Chen, W Yuan, R Huang… - Journal of Energy …, 2022 - Elsevier
Conventional charging methods for lithium-ion battery (LIB) are challenged with vital
problems at low temperatures: risk of lithium (Li) plating and low charging speed. This study …

An efficient data-driven optimal sizing framework for photovoltaics-battery-based electric vehicle charging microgrid

Y Wei, T Han, S Wang, Y Qin, L Lu, X Han… - Journal of Energy …, 2022 - Elsevier
The rapid growth of electric vehicles (EV) in cities has led to the development of microgrids
(MGs) combined with photovoltaics (PV) and the energy storage system (ESS) as charging …

Charging private electric vehicles solely by photovoltaics: A battery-free direct-current microgrid with distributed charging strategy

X Liu, Z Fu, S Qiu, T Zhang, S Li, Z Yang, X Liu, Y Jiang - Applied Energy, 2023 - Elsevier
Charging electric vehicles (EV) by photovoltaics (PV) contributes to achieving carbon
neutrality, but puts pressure on urban renewal, eg, large investments in distribution grid …