Showing 1–20 of 40 results
/ Date/ Name
May 7, 2020Physics-informed neural network for ultrasound nondestructive quantification of surface breaking cracksOct 22, 2023Randomized Forward Mode of Automatic Differentiation For Optimization AlgorithmsAug 26, 2021Physics-informed Neural Networks (PINNs) for Wave Propagation and Full Waveform InversionsFeb 2, 2023Deep neural operators can serve as accurate surrogates for shape optimization: A case study for airfoilsNov 12, 2025H3PC: Hypersonic, High-Order, High-Performance Code with Adaptive Mesh Refinement and Real ChemistryFeb 20, 2025A Neural Operator Emulator for Coastal and Riverine Shallow Water DynamicsOct 28, 2025Body-Free Simulation of Three-Dimensional Turbulent Cylinder WakesApr 18, 2026Uncertainty Quantification in PINNs for Turbulent Flows: Bayesian Inference and Repulsive EnsemblesMay 16, 2022Scalable algorithms for physics-informed neural and graph networksFeb 7, 2023Learning bias corrections for climate models using deep neural operatorsSep 29, 2023AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box IdentificationApr 11, 2022Learning two-phase microstructure evolution using neural operators and autoencoder architecturesMay 10, 2025FMEnets: Flow, Material, and Energy networks for non-ideal plug flow reactor designMay 18, 2023A Framework Based on Symbolic Regression Coupled with eXtended Physics-Informed Neural Networks for Gray-Box Learning of Equations of Motion from DataJul 22, 2023High order entropy stable schemes for the quasi-one-dimensional shallow water and compressible Euler equationsJul 23, 2023Tackling the Curse of Dimensionality with Physics-Informed Neural NetworksApr 26, 2025$PINN - a Domain Decomposition Method for Bayesian Physics-Informed Neural NetworksMar 15, 2025Neural Operator Modeling of Platelet Geometry and Stress in Shear FlowMay 23, 2025Deep Operator Neural Network Model Predictive ControlNov 27, 2024Complex Valued Deep Operator Network (DeepONet) $[\mathcal{G}]$ for Three Dimensional Maxwell's Equations: $\mathcal{G} \in \mathbb{C}^{m \times n}$