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Inline quality grading of commercial lithium-ion battery manufacturing via data-efficient learning and transferable assessment

Energy Environ. Sci., 2026, Advance Article
DOI: 10.1039/D6EE02209J, Paper
Open Access Open Access
Creative Commons Licence&nbsp This article is licensed under a Creative Commons Attribution 3.0 Unported Licence.
Chen Liang, Shengyu Tao, Chunqiu Xia, Xinghao Huang, Hang Hu, Rui Wang, Daoyi Dong, Ziyang Lyu, Guangmin Zhou, Huadong Mo
DELTA enables rapid inline quality grading of commercial lithium-ion batteries using early-cycle data and limited labels, reducing dependence on long-cycle testing while maintaining transferable assessment across materials and operating conditions.
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Highly stable Mn–Sn flow batteries towards low-temperature energy storage

Energy Environ. Sci., 2026, 19,3924-3933
DOI: 10.1039/D6EE01772J, Paper
Yu Shu, Yexuan Yu, Hongjie Xiao, Ziyi Xiang, Liping Wan, Guodong Li, Yao Liu, Jianhang Huang, Yonggang Wang
An acidic Mn–Sn flow battery was developed to overcome low-temperature limitations, enabling operation at an unprecedented temperature of βˆ’45 Β°C, which exhibits a high energy efficiency of up to 85% and energy density of 48 Wh Lβˆ’1.
The content of this RSS Feed (c) The Royal Society of Chemistry
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