no code implementations • 27 Oct 2023 • Jonathan Tammer Eweis-Labolle, Chuanning Zhao, Yoonjin Won, Ramin Bostanabad
We address these challenges by developing a data-driven framework for designing optimal porous microstructures for cooling applications.
1 code implementation • 30 Jan 2023 • Carlos Mora, Jonathan Tammer Eweis-Labolle, Tyler Johnson, Likith Gadde, Ramin Bostanabad
Our NN architecture inversely learns non-trivial (e. g., non-additive and non-hierarchical) biases of the LF sources in an interpretable and visualizable manifold where each data source is encoded via a low-dimensional distribution.
no code implementations • 4 Dec 2021 • Nicholas Oune, Jonathan Tammer Eweis-Labolle, Ramin Bostanabad
Multi-fidelity modeling and calibration are data fusion tasks that ubiquitously arise in engineering design.