本人的研究领域为机器学习辅助离子膜设计、离子分离膜筛分机制。主持过国家基金委面上项目、青年基金等多个国家级、省部级项目。获中科大“墨子杰出青年特资津贴”一等资助。以（共同）第一或（共同）通讯作者在Nat. Commun.、J. Am. Chem. Soc.、Angew. Chem. Int. Ed.、Nano Lett.、Adv. Mater.、Chem. Sci.、ACS Nano、Sci. China Chem.、Sci. China Mater.、J. Membr. Sci.、AIChE J.、J. Phys. Chem. Lett.等发表论文30余篇。

研究方向

AI+离子交换膜设计：面向电解水制氢用阴离子交换膜（AEM），针对其离子传导性与碱性稳定性难以兼顾的核心瓶颈，融合机器学习、深度学习及通用机器学习势函数加速材料研发。通用势函数（如MACE、CHGNet）以近DFT精度高速模拟聚合物中阳离子基团的水合与降解路径，以及氢氧根传递机制；结合生成模型、高通量筛选和可解释分析提取设计规则，预测氢氧根传导率与阳离子基团稳定性。目标是构建“生成—模拟—预测—实验”平台，突破试错模式，快速精准设计高性能AEM。

代表性论文

1. Weakening chaotropic effect of Li⁺ in two-dimensional confined channels via Coulomb interactions for efficient Li⁺/Mg²⁺ separation.

Zongliang Wan#, Zheng Ji#, Ruonan Tan, Suixin Zhang, Jingjing Gu, Cen-Feng Fu*, Jin Ran*. ACS Nano, 2026, 20, 10510. (DOI)

2. Polarization-induced reversible electron–hole migration and redox reaction switching in ferroelectric single-atom photocatalysts.

Yuan Tang, Cen-Feng Fu*, Xingxing Li*, Jinlong Yang. Chemical Science, 2026, 17, 8251. (DOI)

3. Reconfiguring hydration shells by rigidly confined interaction within graphene oxide membranes for ultra-efficient anion separation.

Rui Jia#, Zheng Ji#, Xingyun Li, Qinshan Zhu, Jiu Yang, Ruonan Tan, Zongliang Wan, Jingjing Gu, Ziqiang Hong, Cen-Feng Fu*, Jin Ran*, Suixin Zhang, Peipei Zuo*, Tongwen Xu*. Science China Materials, 2026, 69, 481. (DOI)

4. Sulfonated HOFs with biomimetic dual-function channels: Selective Li⁺ release and Mg²⁺ confinement via hydration kinetic decoupling.

Wentao Jin, Zongliang Wan, Cen-Feng Fu*, Jin Ran*. Journal of Membrane Science, 2026, 757, 125857. (DOI)

5. Photoinduced lattice oxygen spillover on Ru/BaTiO₃ for efficient and stable photothermal dry reforming of methane.

Delong Duan#, Cenfeng Fu#, Xiaomin Ji, Zehui Dai, Aobo Chen, Canyu Hu, Min Ge, Hailong Xiong*, Min Zhou, Ran Long*, Yujie Xiong*. Journal of the American Chemical Society, 2025, 147, 38204. (DOI)

6. Enhancing C₂ selectivity in electrocatalytic CO₂ reduction via synergy of plasmonic hot electrons and photothermal effect.

Linlin Chen#, Cenfeng Fu#, Canyu Hu*, Yu Bai, Yawen Jiang, Yuan Zhong, Xinyu Wang, Chuansheng Hu, Ran Long*, Yingpu Bi, Yujie Xiong*. Angewandte Chemie International Edition, 2025, 64, e202515432. (DOI)

7. Triazine-Tröger's Base framework membranes enabling ultra-fast H⁺ selectivity for acid recovery processes.

Jiu Yang#, Wentao Jin#, Jingjing Gu, Ruonan Tan, Ziqiang Hong, Suixin Zhang, Zheng Ji, Xingyun Li, Zongliang Wan, Rui Jia, Cen-Feng Fu*, Jin Ran*. Journal of Membrane Science, 2025, 734, 124435. (DOI)

8. Rigid and flexible coupled micropore membranes enabling ultra‐efficient anion separation.

Ziqiang Hong#, Zongliang Wan#, Jingjing Gu, Jiu Yang, Xingyun Li, Ruonan Tan, Suixin Zhang, Rui Jia, Zheng Ji, Jin Ran*, Cen‐Feng Fu*. AIChE Journal, 2025, 71, e18803. (DOI)

9. Solar-driven production of renewable chemicals via biomass hydrogenation with green methanol.

Guangyu Chen#, Cenfeng Fu#, Wenhua Zhang#, Wanbing Gong*, Jun Ma, Xiaomin Ji, Lisheng Qian, Xuefei Feng, Chuansheng Hu, Ran Long*, Yujie Xiong*. Nature Communications, 2025, 16, 665. (DOI)

10. Vertical dipole dominates charge carrier lifetime in monolayer Janus MoSSe.

Cen-Feng Fu, Qijing Zheng, Xingxing Li*, Jinlong Yang*. Nano Letters, 2024, 24, 6425. (DOI)