2 papers
cs.CE2026
UniField: Joint Multi-Domain Training for Universal Surface Pressure Modeling
Junhong Zou, Zhenxu Sun, Yueqing Wang +4
Accurate modeling of surface pressure fields around objects is fundamental to aerodynamic analysis and design. While neural networks have shown promise as efficient alternatives to…
cs.CE2026
AdaField: Generalizable Surface Pressure Modeling with Physics-Informed Pre-training and Flow-Conditioned Adaptation
Junhong Zou, Wei Qiu, Zhenxu Sun +3
The surface pressure field of transportation systems, including cars, trains, and aircraft, is critical for aerodynamic analysis and design. In recent years, deep neural networks h…