1 code implementation • 23 May 2023 • Paul Saves, Remi Lafage, Nathalie Bartoli, Youssef Diouane, Jasper Bussemaker, Thierry Lefebvre, John T. Hwang, Joseph Morlier, Joaquim R. R. A. Martins
The Surrogate Modeling Toolbox (SMT) is an open-source Python package that offers a collection of surrogate modeling methods, sampling techniques, and a set of sample problems.
no code implementations • 3 Apr 2022 • Boxi Jiang, Mohammad Reza Amini, Yingqian Liao, Joaquim R. R. A. Martins, Jing Sun
The optimization formulation incorporates a coupled dynamic-hydrodynamic model to maximize the rotor power efficiency for various time-variant flow profiles.
no code implementations • 15 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.
2 code implementations • 14 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.
no code implementations • 8 Aug 2017 • Mohamed Amine Bouhlel, Joaquim R. R. A. Martins
They do not scale well with the number of independent variables either due to the increase in the number of hyperparameters that needs to be estimated.