CycleMLP++: An efficient and flexible modeling framework for subsonic airfoils

K Zuo, Z Ye, L Zhu, X Yuan, W Zhang - Expert Systems with Applications, 2025 - Elsevier
Artificial intelligence techniques are considered an effective means to accelerate flow field
simulations. However, current deep learning methods struggle to achieve generalization to …

QLingNet: An efficient and flexible modeling framework for subsonic airfoils

K Zuo, Z Ye, L Zhu, X Yuan, W Zhang - arXiv preprint arXiv:2405.08248, 2024 - arxiv.org
Artificial intelligence techniques are considered an effective means to accelerate flow field
simulations. However, current deep learning methods struggle to achieve generalization to …

Neural-Network Surrogate Model for Flow Stability Analysis Based on Parabolized Stability Equations

TS Henderson, DP Sanjaya… - AIAA SCITECH 2025 …, 2025 - arc.aiaa.org
Use of artificial neural networks (ANN) for effectively modeling the Tollmien-Schlichting (TS)
instabilities in transitional flow simulations has been investigated. This ANN surrogate model …