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cs.LG2023
Towards Reliable Uncertainty Quantification via Deep Ensembles in Multi-output Regression Task
Sunwoong Yang, Kwanjung Yee
This study aims to comprehensively investigate the deep ensemble approach, an approximate Bayesian inference, in the multi-output regression task for predicting the aerodynamic per…
cs.LG2021★ 66 cited
Inverse design optimization framework via a two-step deep learning approach: application to a wind turbine airfoil
Sunwoong Yang, Sanga Lee, Kwanjung Yee
The inverse approach is computationally efficient in aerodynamic design as the desired target performance distribution is prespecified. However, it has some significant limitations…