Physics-Informed Neural Networks for Multiphysics Data Assimilation with Application to Subsurface Transport

Dec 06, 2019
QiZhi He, David Brajas-Solano, Guzel Tartakovsky, Alexandre M. Tartakovsky


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Electric Load and Power Forecasting Using Ensemble Gaussian Process Regression

Oct 09, 2019
Tong Ma, Renke Huang, David Barajas-Solano, Ramakrishna Tipireddy, Alexandre M. Tartakovsky


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Enforcing constraints for interpolation and extrapolation in Generative Adversarial Networks

Mar 22, 2018
Panos Stinis, Tobias Hagge, Alexandre M. Tartakovsky, Enoch Yeung

* 29 pages 

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Solving differential equations with unknown constitutive relations as recurrent neural networks

Oct 06, 2017
Tobias Hagge, Panos Stinis, Enoch Yeung, Alexandre M. Tartakovsky

* 19 pages, 8 figures 

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