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Xuewei Gu

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Open access Sep 2026

Physics‐Guided Descriptors Enable Data‐Efficient Prediction of Battery Coulombic Efficiency

ABSTRACT Lithium metal batteries promise energy densities beyond 500 Wh kg−1; but their practical deployment remains limited by low Coulombic efficiency and uncontrolled electrolyte‐interface reactions. Here, we show that physics‐guided machine learning can identify the molecular origin of Coulombic efficiency (CE) fro...

Qintao Sun, Xue-Wei Gu, Yu-Lin Jie et al. · 0 citations
Jul 2026

Integrating Solution Physical Properties into Zeolite Synthesis Prediction via Causal Machine Learning.

A data-driven framework that integrates state-of-the-art synthesis parameters with solution physical properties derived from molecular simulations to predict zeolite crystallization outcomes is developed, showing that framework selection is encoded not only in chemical composition but also in emergent solution properti...

Xuewei Gu, Jinying Wu, Qintao Sun et al. · 0 citations

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