Search Results for author: Xiaosong Du

Found 2 papers, 1 papers with code

Machine Learning in Aerodynamic Shape Optimization

no code implementations15 Feb 2022 Jichao Li, Xiaosong Du, Joaquim R. R. A. Martins

We review the applications of ML in ASO to date and provide a perspective on the state-of-the-art and future directions.

BIG-bench Machine Learning

Learning High-Dimensional Parametric Maps via Reduced Basis Adaptive Residual Networks

2 code implementations14 Dec 2021 Thomas O'Leary-Roseberry, Xiaosong Du, Anirban Chaudhuri, Joaquim R. R. A. Martins, Karen Willcox, Omar Ghattas

We propose a scalable framework for the learning of high-dimensional parametric maps via adaptively constructed residual network (ResNet) maps between reduced bases of the inputs and outputs.

Experimental Design Vocal Bursts Intensity Prediction

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