Sledovat
Atul Agrawal
Název
Citace
Citace
Rok
Simple computational strategies for more effective physics-informed neural networks modeling of turbulent natural convection
D Lucor, A Agrawal, A Sergent
Journal of Computational Physics 456, 111022, 2022
482022
Physics-aware deep neural networks for surrogate modeling of turbulent natural convection
D Lucor, A Agrawal, A Sergent
Journal of Computational Physics, 2021
412021
A probabilistic, data-driven closure model for RANS simulations with aleatoric, model uncertainty
A Agrawal, PS Koutsourelakis
Journal of Computational Physics 508, 112982, 2024
122024
Multi-fidelity Constrained Optimization for Stochastic Black Box Simulators
A Agrawal, K Ravi, PS Koutsourelakis, HJ Bungartz
NeurIPS 2023 Machine Learning for Physics Workshop, 2023
72023
PDE-constrained neural network for turbulent Rayleigh-Bénard convection
A Agrawal, D Lucor, Y Fraigneau, B Podvin, A Sergent
European Numerical Mathematics and Advanced Applications Conference 2019, 2019
32019
From concrete mixture to structural design—a holistic optimization procedure in the presence of uncertainties
A Agrawal, E Tamsen, JF Unger, PS Koutsourelakis
Data-Centric Engineering 5, e20, 2024
22024
Physics-Informed Tensor Basis Neural Network for Turbulence Closure Modeling
L Riccius, A Agrawal, PS Koutsourelakis
NeurIPS 2023 Machine Learning for Physics Workshop, 2023
12023
Stochastic Black-Box Optimization using Multi-Fidelity Score Function Estimator
A Agrawal, PS Koutsourelakis, K Ravi, HJ Bungartz
Machine Learning Science and Technology 6, 015024, 2024
2024
Physics-informed neural networks modeling of turbulent natural convection
A Sergent, D Lucor, A Agrawal, I Kanshana, K Doria
PiAI Seminar Series: Physics informed AI in Plasma Science, 2023
2023
A reduced-order modeling framework for simulating signatures of faults in a bladed disk
DS Singh, A Agrawal, DR Mahapatra
SAE International Journal of Aerospace 16 (1), 87-108, 2021
2021
PHYSICS/DNS-INFORMED DNN SURROGATES OF TURBULENT THERMAL CONVECTION
D Lucor, A Agrawal, A Sergent
14th World Congress on Computational Mechanics (WCCM) ECCOMAS Congress 2020, 2020
2020
Réseaux de neurones informés par la physique: application à la convection turbulente
A Agrawal, A Sergent, Y Fraigneau, D Lucor
Journée de dynamique des fluides du plateau de Saclay, 2020
2020
Investigation of PDE-constrained deep neural networks for efficient flow field assimilation
A Agrawal, A Sergent, Y Fraigneau, D Lucor
Workshop on Frontiers of Uncertainty Quantification in Fluid Dynamics, 2019
2019
PDE- constrained neural network for turbulent Rayleigh-B ́enard convection
A Agrawal, D Lucor, Y Fraigneau, B Podvin, A Sergent
Workshop on Frontiers of Uncertainty Quantification in Fluid Dynamics, 2019
2019
Stochastic Black-Box Simulator Optimization using Multi-Fidelity Score Function Estimator
A Agrawal, PS Koutsourelakis, K Ravi, HJ Bungartz
Probabilistic Machine Learning based Turbulence Model Learning with a Differentiable Solver
A Agrawal, PS Koutsourelakis
NeurIPS 2023 Machine Learning for Physics Workshop, 0
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Články 1–16