Showing 1–20 of 37 results
/ Date/ Name
Aug 18, 2022Physics-Informed Neural Network Method for Parabolic Differential Equations with Sharply Perturbed Initial ConditionsDec 4, 2019Physics-Informed Machine Learning with Conditional Karhunen-Loève ExpansionsAug 10, 2018Learning Parameters and Constitutive Relationships with Physics Informed Deep Neural NetworksApr 17, 2019Conditional Karhunen-Loève expansion for uncertainty quantification and active learning in partial differential equation modelsJul 5, 2024Randomized Physics-Informed Neural Networks for Bayesian Data AssimilationAug 5, 2025VAE-DNN: Energy-Efficient Trainable-by-Parts Surrogate Model For Parametric Partial Differential EquationsJul 13, 2019A New Approach For Learning Coarse-Grained Potentials with Application to Immiscible FluidsJun 25, 2018Method of model reduction and multifidelity models for solute transport in random layered porous mediaFeb 18, 2019Approximate Bayesian Model Inversion for PDEs with Heterogeneous and State-Dependent CoefficientsDec 11, 2023Randomized Physics-Informed Machine Learning for Uncertainty Quantification in High-Dimensional Inverse ProblemsJul 5, 2023Conditional Korhunen-Loéve regression model with Basis Adaptation for high-dimensional problems: uncertainty quantification and inverse modelingOct 22, 2025Parameter Estimation in River Transport Models With Immobile Phase Exchange Using Dimensional Analysis and Reduced-Order ModelsAug 2, 2018Discrete-element model for the interaction between ocean waves and sea iceMay 21, 2018Continuum Model for Nanoscale Multiphase FlowsDec 21, 2020Physics-Informed Neural Network Method for Forward and Backward Advection-Dispersion EquationsOct 9, 2019Electric Load and Power Forecasting Using Ensemble Gaussian Process RegressionMay 16, 2019Analytical steady-state solutions for pressure with a multiscale non-local model for two-fluid systemsJun 17, 2021Physics-informed CoKriging model of a redox flow batteryMar 22, 2018Enforcing constraints for interpolation and extrapolation in Generative Adversarial NetworksMar 18, 2018Persistent incomplete mixing in reactive flows