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Mohammad Amin Nabian
Mohammad Amin Nabian
Senior Software Engineer, AI-HPC, NVIDIA
Dirección de correo verificada de nvidia.com - Página principal
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NVIDIA SimNet™: An AI-accelerated multi-physics simulation framework
O Hennigh, S Narasimhan, MA Nabian, A Subramaniam, K Tangsali, ...
International conference on computational science, 447-461, 2021
3212021
Efficient training of physics‐informed neural networks via importance sampling
MA Nabian, RJ Gladstone, H Meidani
Computer‐Aided Civil and Infrastructure Engineering 36 (8), 962-977, 2021
2752021
A deep learning solution approach for high-dimensional random differential equations
MA Nabian, H Meidani
Probabilistic Engineering Mechanics 57, 14-25, 2019
170*2019
Deep learning for accelerated seismic reliability analysis of transportation networks
MA Nabian, H Meidani
Computer‐Aided Civil and Infrastructure Engineering 33 (6), 443-458, 2018
1692018
Physics-driven regularization of deep neural networks for enhanced engineering design and analysis
MA Nabian, H Meidani
Journal of Computing and Information Science in Engineering 20 (1), 011006, 2020
114*2020
Geometry-informed neural operator for large-scale 3d pdes
Z Li, N Kovachki, C Choy, B Li, J Kossaifi, S Otta, MA Nabian, M Stadler, ...
Advances in Neural Information Processing Systems 36, 35836-35854, 2023
103*2023
Predicting near-term train schedule performance and delay using bi-level random forests
MA Nabian, N Alemazkoor, H Meidani
Transportation Research Record 2673 (5), 564-573, 2019
562019
Multiphase mesh-free particle method for simulating granular flows and sediment transport
MA Nabian, L Farhadi
Journal of Hydraulic Engineering 143 (4), 04016102, 2017
492017
Physics-informed machine learning and uncertainty quantification for mechanics of heterogeneous materials
B Bharadwaja, MA Nabian, B Sharma, S Choudhry, A Alankar
Integrating Materials and Manufacturing Innovation 11 (4), 607-627, 2022
212022
FO-PINN: A First-Order formulation for Physics-Informed Neural Networks
RJ Gladstone, MA Nabian, N Sukumar, A Srivastava, H Meidani
Engineering Analysis with Boundary Elements 174, 106161, 2025
152025
Robust topology optimization using variational autoencoders
RJ Gladstone, MA Nabian, V Keshavarzzadeh, H Meidani
arXiv preprint arXiv:2107.10661, 2021
132021
Adaptive physics-informed neural networks for Markov-Chain Monte Carlo
MA Nabian, H Meidani
arXiv preprint arXiv:2008.01604, 2020
92020
Accelerating stochastic assessment of post-earthquake transportation network connectivity via machine-learning-based surrogates
MA Nabian, H Meidani
Transportation Research Board 97th Annual Meeting, 2018
92018
Residual corrective diffusion modeling for km-scale atmospheric downscaling
M Mardani, N Brenowitz, Y Cohen, J Pathak, CY Chen, CC Liu, A Vahdat, ...
Communications Earth & Environment 6 (1), 124, 2025
82025
Multi-fidelity physics-informed generative adversarial network for solving partial differential equations
M Taghizadeh, MA Nabian, N Alemazkoor
Journal of Computing and Information Science in Engineering 24 (11), 111003, 2024
82024
Uncertainty Quantification and PCA-Based Model Reduction for Parallel Monte Carlo Analysis of Infrastructure System Reliability
MA Nabian, H Meidani
Transportation Research Board 96th Annual Meeting, 2017
82017
Multifidelity graph neural networks for efficient and accurate mesh‐based partial differential equations surrogate modeling
M Taghizadeh, MA Nabian, N Alemazkoor
Computer‐Aided Civil and Infrastructure Engineering, 2024
62024
Progress towards solving high Reynolds number reacting flows in SimNet
T Nandi, O Hennigh, M Nabian, Y Liu, M Woo, T Jordan, M Shahnam, ...
National Energy Technology Laboratory (NETL), Pittsburgh, PA, Morgantown, WV …, 2021
62021
MR-WC-MPS: A multi-resolution WC-MPS method for simulation of free-surface flows
MA Nabian, L Farhadi
Water 11 (7), 1349, 2019
62019
Developing Digital Twins for Energy Applications Using Modulus
T Nandi, O Hennigh, M Nabian, Y Liu, M Woo, T Jordan, M Shahnam, ...
National Energy Technology Laboratory (NETL), Pittsburgh, PA, Morgantown, WV …, 2022
42022
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