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Tianshuang Qi

affiliation not provided to SSRN

  • affiliation not provided to SSRN

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Scholarly Papers (1)

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A Data-Driven Framework for Predicting and Optimizing Sodium Storage Performance of Hard Carbon Based on Multidimensional Structural Descriptors and Dynamic Weighted Ensemble Learning

Number of pages: 34 Posted: 10 Jun 2026
Kai Xiong, Zhantao Song, Tianshuang Qi, Jingai Shao, Xiong Zhang and Haiping Yang
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Huazhong University of Science and Technology - State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology and Huazhong University of Science and Technology - State Key Laboratory of Coal Combustion
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Abstract:

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Sodium-ion batteries, Hard carbon, machine learning, Ensemble learning, Structure–performance relationships, Structure-guided design.