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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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Molecular orchestration enables mutually reinforcing electrolyte chemistry for lithium metal batteries exceeding 500 Wh kg−1

Energy Environ. Sci., 2026, Advance Article
DOI: 10.1039/D6EE02570F, Paper
Yiming Zhang, Jiaxiang Zhao, Bosi Huang, Runhua Gao, Wenqiang Fang, Xinyu Luo, Kang Ma, Ming Yang, Jie Sun, Guangmin Zhou
Molecular orchestration based on complementary charge engineering enables mutually reinforcing electrolyte chemistry, modulating solvation structure and synchronously stabilizing dual interphases for lithium metal batteries exceeding 500 Wh kg−1.
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Disentangling the activity–charge coupling in cocatalyst–semiconductor heterojunctions for optimized oxygen evolution

Energy Environ. Sci., 2026, Advance Article
DOI: 10.1039/D6EE00362A, Paper
Ying Liu, Min Zhou, Guanhua Ren, Peijun Hu, Haifeng Wang
Decoupling cocatalyst effects in photocatalysis, often intertwined between enhancing photocarrier accumulation and boosting intrinsic catalytic activity (ICA), is essential yet challenging for the rational design of photocatalysts.
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