Author

Yi-Chang Pan

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Sep 2026

Physics‐constrained artificial intelligence for accelerating experimental discovery of MOFs in gas separation

Metal–organic frameworks (MOFs) hold great potential for low‐energy gas separation, but the enormous chemical space of MOFs poses a major screening challenge. Existing artificial intelligence (AI) methods suffer from high data demand and poor extrapolation capability. To address this, we develop a physics‐constrain...

Dong-Ming Huan, Chen-Kai Gu, Ya-Wei Gu et al. · AIChE Journal · 0 citations

Open access Sep 2026

Ultramicropore-Matched Molecular Transport in Low-Loading Mixed-Matrix Membranes via Trace-Oxygen-Mediated Thermal Reorganization.

The complementary structural tunability of polymers of intrinsic microporosity (PIMs) and metal-organic frameworks (MOFs) redefines the design space for engineering precise transport channels in mixed-matrix membranes (MMMs). Herein, we present that trace-oxygen-mediated thermal reorganization (TOTR) of PIM-1 micropore...

Lei Wang, Jing-Xian Hua, Yi-Zheng Tao et al. · Advances in Materials · 0 citations