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A predictive machine learning force-field framework for liquid electrolyte development

Sheng Gong, Yumin Zhang, Zhenliang Mu, Zhichen Pu, Hongyi Wang, Xu Han, Zhiao Yu, Mengyi Chen, Tianze Zheng, Zhi Wang, Lifei Chen, Zhenze Yang, Xiaojie Wu, Shaochen Shi, Weihao Gao, Wen Yan, Liang Xiang

2025Nature Machine Intelligence68 citationsDOI

Topics & Concepts

ElectrolyteField (mathematics)Computer scienceBusinessPhysicsElectrodePure mathematicsQuantum mechanicsMathematicsMachine Learning in Materials ScienceFuel Cells and Related Materials
A predictive machine learning force-field framework for liquid electrolyte development | Litcius