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Liang Lin

As seen in: Nature, Wiley Online Library, PLOS ONE, BMJ Open, Frontiers, MDPI, ACS Publications, BioRxiv, Dove Medical Press, The Journal of Immunology and
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Articles

Embodied cognition-driven interpretable trajectory prediction of autonomous systems

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By Xiao Wang, Quancheng Du, Qiong Wu, Xiaofeng Jia, Liang Lin, Changyin Sun, Fei-Yue Wang, Ljubo Vlacic
| Nature Verified
Abstract For autonomous systems to operate safely and reliably in dense traffic, they must perform trajectory prediction with human-like, interpretable reasoning. Prevailing data-driven “black-box” models fundamentally lack this capability.
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Fast formation to reinforce lithium-rich cathodes

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By Mengjian Fan, Jiantao Li, Guiyang Gao, Benli Jiang, Longlong Fan, Qingxi Yuan, Yinggan Zhang, Hongfei Zheng, Saichao Li, Liang Lin, Zonghai Chen, Yang Ren, Yuanyuan Liu, Gaosheng Chen, Baisheng Sa, Laisen Wang, Jie Lin, Dong-Liang Peng, Qingshui Xie
| Nature Verified
Abstract Formation in lithium-ion battery manufacturing typically involves low-rate charge–discharge cycles to establish stable electrode–electrolyte interfaces—a time-consuming process1,2,3,4. Here, our findings on lithium-rich layered oxide cathodes challenge the necessity of conventional formation, which can even shorten battery lifespan. Fast formation, on the other hand, reduces production cost and enhances capacity and stability.
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Tailoring electrolyte phase separation for high-rate solid-state lithium metal batteries

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By Shiyu Zhang, Jiantao Li, Guanyi Wang, Chengkun Zhang, Chengyu Wang, Xinchao Hu, Jie Shen, Ziyi Fang, Liang Lin, Guiyang Gao, Yuming Jin, Baisheng Sa, Laisen Wang, Jie Lin, Qingshui Xie, Dong-Liang Peng, Benli Jiang
| Nature Verified
Abstract Solid polymer electrolytes are attractive for solid-state lithium metal batteries due to their flexibility and safety but suffer from low ionic conductivity and unstable interfaces. Conventional polymerization-induced phase separation strategies enhance ion transport yet rely on external components such as deep eutectic solvents or ionic liquids, increasing cost and complexity.
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