51 citations · 68 across the 6 of their papers we have counts for
4 papers · 1 filter
Physics-Assisted Reduced-Order Modeling for Identifying Dominant Features of Transonic Buffet
Jing Wang, Hairun Xie, Miao Zhang +1
Transonic buffet is a flow instability phenomenon that arises from the interaction between the shock wave and the separated boundary layer. This flow phenomenon is considered to be…
Prediction of transonic flow over supercritical airfoils using geometric-encoding and deep-learning strategies
Zhiwen Deng, Jing Wang, Hongsheng Liu +7
The Reynolds-averaged Navier-Stokes equation for compressible flow over supercritical airfoils under various flow conditions must be rapidly and accurately solved to shorten design…
Knowledge-embedded meta-learning model for lift coefficient prediction of airfoils
Hairun Xie, Jing Wang, Miao Zhang
Aerodynamic performance evaluation is an important part of the aircraft aerodynamic design optimization process; however, traditional methods are costly and time-consuming. Despite…
Parametric Generative Schemes with Geometric Constraints for Encoding and Synthesizing Airfoils
Hairun Xie, Jing Wang, Miao Zhang
The modern aerodynamic optimization has a strong demand for parametric methods with high levels of intuitiveness, flexibility, and representative accuracy, which cannot be fully ac…