Selected Publications
Journal of Computational Physics2025
LESnets (Large-Eddy Simulation nets): Physics-informed neural operator for large-eddy simulation of turbulence
Sunan Zhao, Zhijie Li, Boyu Fan, Yunpeng Wang, Huiyu Yang, Jianchun Wang*
Acta Mechanica Sinica2026
Physics-Informed Transformer operator for the prediction of three-dimensional turbulence
Zhihong Guo, Sunan Zhao, Huiyu Yang, Yunpeng Wang, Jianchun Wang*
TurbulenceTransformerPhysics-Informed
* Corresponding author
Resume
Education
Southern University of Science and Technology (SUSTech)
Sep 2023 – Present
Ph.D. candidate in Mechanics (combined master’s–doctoral program)
- Supervisor: Prof. Jianchun Wang
China University of Petroleum (East China)
Sep 2019 – Jul 2023
B.Eng. in Engineering Mechanics
Publications
AMS
[J2]Journal2026
Physics-Informed Transformer operator for the prediction of three-dimensional turbulence
Zhihong Guo, Sunan Zhao, Huiyu Yang, Yunpeng Wang, Jianchun Wang*
Acta Mechanica Sinica
TurbulenceTransformerPhysics-Informed
[P1]Preprint2026
Large-eddy simulation nets (LESnets) based on physics-informed neural operator for wall-bounded turbulence
Sunan Zhao, Yunpeng Wang, Huiyu Yang, Zhihong Guo, Jianchun Wang*
arXiv preprint
Wall TurbulenceLESNeural Operator
* Corresponding author
Presentations
2025· Oral
LESnets: A physics-informed neural operator for three-dimensional large-eddy simulation of turbulence
Chinese Congress of Theoretical and Applied Mechanics (CCTAM 2025), Changsha, China
2026· Oral
A physics-informed neural operator for wall-bounded turbulence prediction
The 3rd Chinese Conference of Aerodynamics, Shenyang, China
2026· Oral
A physics-informed neural operator for wall-bounded turbulence prediction
The 14th National Conference on Fluid Mechanics, Qingdao, China