Author

Fengqi Yu

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Aug 2026

Biomimetic Polymer Membrane for Precise Ion Separation in Selective Electrodialysis

Electric‐driven membranes featuring precise ion transport are extensively employed in energy and environmental science. Although separation performance has been significantly improved, the structural requirements for treating high‐salinity salt‐lake brines via selective electrodialysis (S‐ED) remain ambiguous. Here...

Dingdong Chai, Wenguang Wang, Feng-Qi Yu et al. · Advanced Functional Material... · 0 citations

#machine learning Preprint Oct 2026

Origins of Universal Machine Learning Force-Field Errors in Multicomponent Materials

Universal machine learning force-field generalization to multicomponent environments generated by compositional design remains insufficiently assessed. We construct a benchmark of 7,599 multicomponent configurations inspired by high-entropy design, elemental substitution and anion mixing. Eleven pretrained models are e...

Hong-Wei Du, Ding-Yang Lv, Bao-Le Wei et al. · 0 citations

Preprint Aug 2026

A Hierarchical Synergistic Deep Learning Framework Integrating Composition, Structure, and Ionic Transport for Solid-State Electrolyte Discovery

A hierarchical synergistic deep-learning framework that sequentially coordinates efficiency, accuracy, and reliability through four complementary modules that outperforms mainstream counterparts in its task, while retrospective validation establishes dual closed-loop verification of module-level accuracy and end-to-end...

Hong-Wei Du, Ding-Yang Lv, Bao-Le Wei et al. · 0 citations