Author

Huan Pang

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Review Open access Aug 2026

The Applications of Machine Learning in Micro-Nano Materials Research: From High-Throughput Screening to Intelligent Design.

Machine learning exhibits significant potential in the research of micro‑nano materials, particularly in accelerating material design and performance optimization through precise structure-property prediction. It is capable of precisely predicting the structure and properties of micro‑nano materials, thereby enabling r...

Ke Wu, Zefan Sang, Guangxun Zhang et al. · Small · 0 citations

Aug 2026

Zr6-Cluster-Embedded ZIF-8 Membranes Fabricated by Electrochemical Deposition for CO2/N2 and CO2/CH4 Separation.

Membrane-based separation technology holds great promise for CO2 capture, yet conventional membranes are often constrained by the permeability-selectivity trade-off. In this study, we developed a zirconium-cluster (Zr6)-incorporated ZIF-8 membrane via an electrochemical synthesis strategy to address this limitation. Th...

Shen-Zhen Cong, Si Sun, Ming Wang et al. · Inorganic Chemistry · 0 citations