Towards chemical source tracking and characterization using physics-informed neural networks F Naderi, I Perez-Raya, S Yadav, AP Kalajahi, ZB Mamun, RM D’Souza Atmospheric Environment 334, 120679, 2024 | 8 | 2024 |
Physics Informed Deep Neural Net Inverse Modeling for Estimating Model Parameters in Permeable Porous Media Flows A Pashaei Kalajahi, I Perez-Raya, RM D'Souza Journal of Fluids Engineering 144 (6), 061102, 2022 | 6 | 2022 |
Input Parameterized Physics Informed Neural Network for Advanced 4d Flow MRI Processing A Pashaei Kalajahi, H Csala, F Naderi, Z Mamun, S Yadav, O Amili, ... Available at SSRN 4700974, 2024 | 1 | 2024 |
Input-Parameterized Physics-Informed Neural Networks for Time-Resolved 3D Blood Flow Velocity Reconstruction and Wall Shear Stress Calculation Using Data from Modified 2D PCMRI A Pashaei Kalajahi, O Amili, A Arzani, R D'Souza Bulletin of the American Physical Society, 2024 | | 2024 |
3D3C Velocity from 2D PIV Using Optical Flow And Physics Informed Neural Nets Z Mamun, A Pashaei Kalajahi, O Amili, R D'Souza Bulletin of the American Physical Society, 2024 | | 2024 |
Input Parameterized Physics Informed Neural Networks for Advanced Time Resolved Three-Dimensional Phase-Contrast Magnetic Resonance Imaging R D'Souza, A Pashaei Kalajahi, Z Mamun, H Csala, A Arzani, O Amili, ... Available at SSRN 4928070, 2024 | | 2024 |
TOMOPINNS: Computed Tomography Enriched Physics-Informed Neural Networks for Predicting Hemodynamic Descriptors S Yadav, F Naderi, Z Mamun, A Pashaei Kalajahi, A Arzani, RM D'Souza Summer Biomechanics, Bioengineering, & Biotransport Conference 2024, 2024 | | 2024 |
Towards 3D-3C Velocity Maps From Single Camera 2D-2C PTV Using Physics Informed Neural Networks A Pashaei Kalajahi, Z Mamun, F Naderi, S Yadav, RM D'Souza Summer Biomechanics, Bioengineering, & Biotransport Conference 2024, 2024 | | 2024 |
Enhancing 4D-Flow MRI with Input-Parametrized Physics-Informed Neural Network (IP-PINN) A Pashaei Kalajahi, O Amili, A Arzani, RM D'Souza Summer Biomechanics, Bioengineering, & Biotransport Conference 2024, 2024 | | 2024 |
Handling Phase Offset Errors in Processing 3-point Encoded 4D-Flow MRI Using Machine Learning R D'Souza, A Pashaei, O Amili, A Arzani Bulletin of the American Physical Society, 2023 | | 2023 |
Input parametrized physics-informed neural networks for super-resolution of hemodynamic flow images R D'Souza, A Pashaei Kalajahi Bulletin of the American Physical Society, 2022 | | 2022 |
Towards resolving hemodynamic velocities from time-resolved contrast-enhanced magnetic resonance angiography using physics-informed machine learning R D'Souza, A Arzani, I Perez-Raya, A Pashaei APS Division of Fluid Dynamics Meeting Abstracts, H14. 004, 2021 | | 2021 |