Sunwoong Yang

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20212026

most citedInverse design optimization framework via a two-step deep learning approach: application to a wind turbine airfoil

66 citations · 106 across the 5 of their papers we have counts for

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physics.flu-dyn2024

Data-Driven Physics-Informed Neural Networks: A Digital Twin Perspective

Sunwoong Yang, Hojin Kim, Yoonpyo Hong +3

This study explores the potential of physics-informed neural networks (PINNs) for the realization of digital twins (DT) from various perspectives. First, various adaptive sampling…

physics.flu-dyn2022★ 39 cited

Physics-aware Reduced-order Modeling of Transonic Flow via $β$ -Variational Autoencoder

Yu-Eop Kang, Sunwoong Yang, Kwanjung Yee

Autoencoder-based reduced-order modeling (ROM) has recently attracted significant attention, owing to its ability to capture underlying nonlinear features. However, two critical dr…

Data-Driven Physics-Informed Neural Networks: A Digital Twin Perspective

Physics-aware Reduced-order Modeling of Transonic Flow via β-Variational Autoencoder

Physics-aware Reduced-order Modeling of Transonic Flow via $β$ -Variational Autoencoder