Transfer Learning as a Method to Reproduce High-Fidelity NLTE Opacities
in Simulations

Transfer Learning as a Method to Reproduce High-Fidelity NLTE Opacities in Simulations

28 May 2022

Michael D. Vander Wal

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Papers citing "Transfer Learning as a Method to Reproduce High-Fidelity NLTE Opacities in Simulations"

11 / 11 papers shown

Title
Transfer Learning of High-Fidelity Opacity Spectra in Autoencoders and Surrogate Models Michael D. Vander Wal R. McClarren K. Humbird AI4CE 72 6 0 02 Mar 2022
Neural Network Surrogate Models for Absorptivity and Emissivity Spectra of Multiple Elements Michael D. Vander Wal R. McClarren K. Humbird AI4CE 30 7 0 04 Jun 2021
Cognitive simulation models for inertial confinement fusion: Combining simulation and experimental data K. Humbird J. Peterson J. Salmonson B. Spears 64 21 0 19 Mar 2021
A fast and accurate physics-informed neural network reduced order model with shallow masked autoencoder Youngkyu Kim Youngsoo Choi David Widemann T. Zohdi AI4CE 51 196 0 25 Sep 2020
Transfer learning based multi-fidelity physics informed deep neural network S. Chakraborty PINN OOD AI4CE 72 165 0 19 May 2020
Physics-informed deep learning for incompressible laminar flows Chengping Rao Hao Sun Yang Liu PINN AI4CE 112 224 0 24 Feb 2020
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 183 4,449 0 07 Nov 2019
Physics Informed Extreme Learning Machine (PIELM) -- A rapid method for the numerical solution of partial differential equations Vikas Dwivedi Balaji Srinivasan PINN 61 193 0 08 Jul 2019
$Transfer learning enhanced physics informed neural network for phase-field modeling of fracture$ Transfer learning enhanced physics informed neural network for phase-field modeling of fracture S. Goswami C. Anitescu S. Chakraborty Timon Rabczuk PINN 72 610 0 04 Jul 2019
Transfer learning to model inertial confinement fusion experiments K. Humbird J. Peterson R. McClarren 55 62 0 14 Dec 2018
Adversarial Uncertainty Quantification in Physics-Informed Neural Networks Yibo Yang P. Perdikaris AI4CE PINN 126 359 0 09 Nov 2018