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Author

Li-Jun Liang

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Aug 2026

Mechanism‐embedded machine learning unravels lithium‐controlled selectivity in nanofiltration for Li + /Mg 2+ separation

Extraction of lithium from magnesium‐rich salt‐lake brines using polyamide nanofiltration (NF) membranes is hindered by incomplete mechanistic understanding of ion separation in mixed‐salt environments. Conventional models struggle to decouple the intertwined effects of steric hindrance, Donnan exclusion, and multi...

Hongbiao Liu, Yifang Geng, Zi-Hang Zhao et al. · 0 citations
Open access Aug 2026

REC-UNet: a 2D U-Net model with residual cross-dimensional attention for liver tumor segmentation

A novel residual “Enhancement-Calibration” U-Net architecture, termed REC-UNet, which achieves high overall segmentation accuracy across diverse lesion sizes and contrast conditions without relying on explicit size-stratified optimization.

Zhiyuan Wang, Li-Jun Liang, Wei Wu et al. · 0 citations

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