发表文章 Publication

12. Yaolei Xiang, Shenglin Huang, Xu Zhou, Pengyu Lv, Gang Wang, Tian-Yun Huang, Hongyuan Li, Yahui Xue, Huiling Duan, "A universal criterion for underwater gas bubble stability". Journal of Fluid Mechanics 1024, A13 (2025).

11. Weilun Qiu, Shenglin Huang, Celia Reina, "Bridging statistical mechanics and thermodynamics away from equilibrium: A data-driven approach for learning internal variables and their dynamics". Journal of the Mechanics and Physics of Solids 203, 106211-106239 (2025).

10.  Shenglin Huang, Zequn He, Nicolas Dirr, Johannes Zimmer and Celia Reina, "Statistical-Physics-Informed Neural Networks (Stat-PINNs): A Machine Learning Strategy for Coarsegraining Dissipative Dynamics". Journal of the Mechanics and Physics of Solids 194, 105908-105930 (2025).

9. Shenglin Huang, Zequn He, Bryan Chem and Celia Reina,  "Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs". Journal of the Mechanics and Physics of Solids 163, 104856-104881 (2022).

8. Shenglin Huang, Ian R. Graham, Robert A. Riggleman, Paulo E. Arratia, Steve Fitzgerald and Celia Reina, "Predicting the unobserved: A statistical mechanics framework for non-equilibrium material response with quantified uncertainty". Journal of the Mechanics and Physics of Solids 161, 104779-104807 (2022).

7. Shenglin Huang, Chuanpeng Sun, Prashant K. Purohit and Celia Reina, "Harnessing fluctuation theorems to discover free energy and dissipation potentials from non-equilibrium data". Journal of the Mechanics and Physics of Solids 149, 104323-104341 (2021).

6. Shenglin Huang, Santiago Aguado-Montero, Nicolas Dirr, Johannes Zimmer and Celia Reina, "From Particle Fluctuations to Macroscopic Evolution Equations: The Case of Exclusion Dynamics". Proceedings of the Workshop on Mathematical Modeling and Scientific Computing: Focus on Complex Processes and Systems - dedicated to the memory of Nikolai Botkin, 140-152, Munich, Germany, November 19-20, (2020).

5. Hongyuan Li, Zexiang Li, Xiangkui Tan, Xiangyu Wang, Shenglin Huang, Yaolei Xiang, Pengyu Lv and Huiling Duan, "Three-dimensional backflow at liquid–gas interface induced by surfactant". Journal of Fluid Mechanics 899, A8-1-A8-25 (2020).

4. Yaolei Xiang, Shenglin Huang, Tianyun Huang, Ao Dong, Di Cao, Hongyuan Li, Yahui Xue, Pengyu Lv and Huiling Duan, "Super Repellency of Underwater Hierarchical Structures: Lessons from Salvinia Leaf". Proceedings of the National Academy of Sciences of the United States of America 117, 2282-2287 (2020). (封面文章/Cover article)

3. Shenglin Huang, Pengyu Lv and Huiling Duan, "Morphology evolution of liquid-gas interface on submerged solid structured surfaces". Extreme Mechanics Letters 27, 34-51 (2019).

2. Yaolei Xiang, Shenglin Huang, Pengyu Lv, Yahui Xue, Qiang Su and Huiling Duan, "Ultimate stable underwater superhydrophobic state". Physical Review Letters 119, 134501-13450 (2017). (高亮报道/Highlighted Article in Physics, "Synopsis: How to Make Superhydrophobicity Last")

1. Dandan Li, Yahui Xue, Pengyu Lv, Shenglin Huang, Hao Lin and Huiling Duan, "Receding dynamics of contact lines and size-dependent adhesion on microstructured hydrophobic surfaces". Soft Matter 12, 4257-4265 (2016).