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Journal Articles
- 2023
[j1]Xiaolong He
, Youngsoo Choi, William D. Fries, Jonathan L. Belof, Jiun-Shyan Chen:
gLaSDI: Parametric physics-informed greedy latent space dynamics identification. J. Comput. Phys. 489: 112267 (2023)
Informal and Other Publications
- 2024
- [i8]Christophe Bonneville, Xiaolong He, April Tran, Jun Sur Richard Park, William Fries, Daniel A. Messenger, Siu Wun Cheung, Yeonjong Shin, David M. Bortz, Debojyoti Ghosh, Jiun-Shyan Chen, Jonathan L. Belof, Youngsoo Choi:
A Comprehensive Review of Latent Space Dynamics Identification Algorithms for Intrusive and Non-Intrusive Reduced-Order-Modeling. CoRR abs/2403.10748 (2024) - [i7]Charles F. Jekel, Dane M. Sterbentz, Thomas M. Stitt, P. Mocz, Robert N. Rieben, Daniel A. White, Jonathan L. Belof:
Machine Learning Visualization Tool for Exploring Parameterized Hydrodynamics. CoRR abs/2406.15509 (2024) - 2023
- [i6]Christophe Bonneville, Youngsoo Choi, Debojyoti Ghosh, Jonathan L. Belof:
GPLaSDI: Gaussian Process-based Interpretable Latent Space Dynamics Identification through Deep Autoencoder. CoRR abs/2308.05882 (2023) - [i5]Ping-Hsuan Tsai, Seung Whan Chung, Debojyoti Ghosh, John Loffeld, Youngsoo Choi, Jonathan L. Belof:
Accelerating Kinetic Simulations of Electrostatic Plasmas with Reduced-Order Modeling. CoRR abs/2310.18493 (2023) - [i4]Christophe Bonneville, Youngsoo Choi, Debojyoti Ghosh, Jonathan L. Belof:
Data-Driven Autoencoder Numerical Solver with Uncertainty Quantification for Fast Physical Simulations. CoRR abs/2312.01021 (2023) - 2022
- [i3]Xiaolong He, Youngsoo Choi, William D. Fries, Jon Belof, Jiun-Shyan Chen:
gLaSDI: Parametric Physics-informed Greedy Latent Space Dynamics Identification. CoRR abs/2204.12005 (2022) - [i2]Charles F. Jekel, Dane M. Sterbentz, Sylvie Aubry, Youngsoo Choi, Daniel A. White, Jonathan L. Belof:
Using Conservation Laws to Infer Deep Learning Model Accuracy of Richtmyer-Meshkov Instabilities. CoRR abs/2208.11477 (2022) - [i1]Xiaolong He, Youngsoo Choi, William D. Fries, Jonathan L. Belof, Jiun-Shyan Chen:
Certified data-driven physics-informed greedy auto-encoder simulator. CoRR abs/2211.13698 (2022)
Coauthor Index
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