901 D Street
370 L'Enfant Promenade, S.W.
Washington, DC 20024-2115
United States
Government of the United States of America - Pacific Northwest National Laboratory
aqueous organic redox flow battery, comercial scale cell, analytical model, Deep Operator Networks
redox flow battery, machine learning, energy storage, physics-constrained neural networks, electrochemical model
Electrode drying, Lithium-ion battery, Binder migration, Smoothed Particle Hydrodynamics, Multiphysics modeling
Kolmogorov-Arnold Networks (KANs), Conformal Prediction, Uncertainty Quantification, Scientific Machine Learning, Multi-Fidelity Modeling, Ensemble Learning
Spiking Neural Network, Transformer, neuromorphic computing
Phase field method, Allan-Cahn equation, Cahn-Hillard equation, Gradient smoothing method, adaptive mesh refinement
PDE-ML coupled systems, reduced order models, spectral bias, Mori-Zwanzig formalism
Adversarial Learning and Generative Adversarial Networks (GANs), Reduced-Order Modeling and System Identification, Stochastic Numerical Methods, Generalized Method of Moments (GMM), Maximum Mean Discrepancy (MMD), Scientific Machine Learning.
smoothed particle hydrodynamics, Multiphysics modeling, Electrode drying, Lithium-ion battery, Binder migration
