| 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 | 321 | 2021 |
| 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 | 275 | 2021 |
| 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 | 169 | 2018 |
| 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 | 56 | 2019 |
| Multiphase mesh-free particle method for simulating granular flows and sediment transport MA Nabian, L Farhadi Journal of Hydraulic Engineering 143 (4), 04016102, 2017 | 49 | 2017 |
| 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 | 21 | 2022 |
| 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 | 15 | 2025 |
| Robust topology optimization using variational autoencoders RJ Gladstone, MA Nabian, V Keshavarzzadeh, H Meidani arXiv preprint arXiv:2107.10661, 2021 | 13 | 2021 |
| Adaptive physics-informed neural networks for Markov-Chain Monte Carlo MA Nabian, H Meidani arXiv preprint arXiv:2008.01604, 2020 | 9 | 2020 |
| 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 | 9 | 2018 |
| 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 | 8 | 2025 |
| 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 | 8 | 2024 |
| 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 | 8 | 2017 |
| 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 | 6 | 2024 |
| 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 | 6 | 2021 |
| MR-WC-MPS: A multi-resolution WC-MPS method for simulation of free-surface flows MA Nabian, L Farhadi Water 11 (7), 1349, 2019 | 6 | 2019 |
| 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 | 4 | 2022 |
Hadi MeidaniUniversity of Illinois at Urbana-ChampaignVerified email at illinois.edu