Upwind, No More: Flexible Traveltime Solutions Using Physics-Informed Neural Networks MH Taufik, UB Waheed, T Alkhalifah 83rd EAGE Annual Conference & Exhibition 2022 (1), 1-5, 2022 | 17 | 2022 |
Learned regularizations for multi‐parameter elastic full waveform inversion using diffusion models MH Taufik, F Wang, T Alkhalifah Journal of Geophysical Research: Machine Learning and Computation 1 (1 …, 2024 | 7 | 2024 |
A neural network based global traveltime function (GlobeNN) MH Taufik, U Waheed, TA Alkhalifah Scientific Reports 13 (1), 7179, 2023 | 6 | 2023 |
A Stable Neural Network-Based Eikonal Tomography using Hard-Constrained Measurements M Taufik, T Alkhalifah, U Waheed Authorea Preprints, 2023 | 5 | 2023 |
LatentPINNs: Generative physics-informed neural networks via a latent representation learning MH Taufik, T Alkhalifah arXiv preprint arXiv:2305.07671, 2023 | 4 | 2023 |
The Eikonal solution for attenuating VTI media using physics-informed neural networks MH Taufik, UB Waheed, Q Hao, T Alkhalifah 82nd EAGE Annual Conference & Exhibition 2021 (1), 1-5, 2021 | 4 | 2021 |
Multiple Wavefield Solutions in Physics-Informed Neural Networks using Latent Representation MH Taufik, X Huang, T Alkhalifah IEEE Geoscience and Remote Sensing Letters, 2024 | 2 | 2024 |
A robust seismic tomography framework via physics-informed machine learning with hard constrained data MH Taufik, T Alkhalifah, UB Waheed 84th EAGE Annual Conference & Exhibition 2023 (1), 1-5, 2023 | 2 | 2023 |
A Neural Network Travel Time Function for Direct Travel Time Tomography MH Taufik, T Alkhalifah Seismic Tomography: What Comes Next? 2022 (1), 2022 | 2 | 2022 |
Integrated prediction error filter analysis application on lake towuti M Taufik, IS Winardhi, S Bijaksana Jurnal Geofisika 17 (2), 16-21, 2020 | 1 | 2020 |
Wavenumber-aware diffusion sampling to regularize multi-parameter elastic full waveform inversion MH Taufik, T Alkhalifah Geophysical Journal International, ggae437, 2024 | | 2024 |
Latent representation learning in physics-informed neural networks for full waveform inversion MH Taufik, X Huang, TA Alkhalifah Authorea, Inc., 2024 | | 2024 |
Stable neural network-based traveltime tomography using hard-constrained measurements MH Taufik, T Alkhalifah, U Waheed Geophysics 89 (6), U87-U99, 2024 | | 2024 |
Full-waveform inversion using velocity-encoded physics-informed neural networks M Taufik, X Huang, T Alkhalifah Fourth International Meeting for Applied Geoscience & Energy, 2142-2146, 2024 | | 2024 |
Wavefield Solutions Using a Physics-Informed Neural Network as a Function of Velocity MH Taufik, X Huang, T Alkhalifah 85th EAGE Annual Conference & Exhibition (including the Workshop Programme …, 2024 | | 2024 |
A Stable Neural Network-Based Seismic Tomography using Hard-Constrained Measurements M Taufik, T Alkhalifah, U Waheed AGU Fall Meeting Abstracts 2023 (69), NG43A-069, 2023 | | 2023 |
Data and model hard constraints to physics-informed neural networks for near-surface tomography MH Taufik, I Yildirim, M Ravasi, T Alkhalifah 84th EAGE Annual Conference & Exhibition 2023 (1), 1-5, 2023 | | 2023 |
hatsyim/globenn: Repository containing files pertaining to the A Neural Network Based Global Traveltime Function (GlobeNN) paper. MH Taufik, UB Waheed, TA Alkhalifah Github, 2022 | | 2022 |
Eikonal Solution Using Physics-Informed Neural Networks for Global Seismic Travel Time Prediction MH Taufik, UB Waheed, T Alkhalifah AGU Fall Meeting Abstracts 2021, S34A-01, 2021 | | 2021 |
Eikonal Solution Using Physics-Informed Neural Networks for Global Seismic Travel Time Modelling MH Taufik | | 2021 |