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Muhammad Izzatullah
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Cited by
Year
Cubic spline interpolation for petroleum engineering data
SAA Karim, MAM Rosli, MIM Mustafa
Applied mathematical sciences 8 (102), 5083-5098, 2014
182014
Laplace HypoPINN: Physics-Informed Neural Network for hypocenter localization and its predictive uncertainty
M Izzatullah, IE Yildirim, UB Waheed, T Alkhalifah
Machine Learning: Science and Technology 3 (4), 045001, 2022
152022
Laplace HypoPINN: Physics-Informed Neural Network for hypocenter localization and its predictive uncertainty
M Izzatullah, IE Yildirim, UB Waheed, T Alkhalifah
arXiv preprint arXiv:2205.14439, 2022
152022
Bayesian uncertainty estimation for full waveform inversion: A numerical study
M Izzatullah, T van Leeuwen, D Peter
SEG International Exposition and Annual Meeting, D043S131R001, 2019
152019
Bayesian seismic inversion: a fast sampling Langevin dynamics Markov chain Monte Carlo method
M Izzatullah, T Van Leeuwen, D Peter
Geophysical Journal International 227 (3), 1523-1553, 2021
112021
Bayes meets Tikhonov: understanding uncertainty within Gaussian framework for seismic inversion
M Izzatullah, D Peter, S Kabanikhin, M Shishlenin
Advanced Methods for Processing and Visualizing the Renewable Energy: A New …, 2021
72021
Posterior sampling with CNN-based, Plug-and-Play regularization with applications to Post-Stack Seismic Inversion
M Izzatullah, T Alkhalifah, J Romero, M Corrales, N Luiken, M Ravasi
arXiv preprint arXiv:2212.14595, 2022
62022
Predictive Uncertainty Quantification for Bayesian Physics-Informed Neural Network (PINN) in Hypocentre Estimation Problem
M Izzatullah, IE Yildirim, UB Waheed, T Alkhalifah
83rd EAGE Annual Conference & Exhibition 2022 (1), 1-5, 2022
62022
Bayesian seismic inversion: Measuring Langevin MCMC sample quality with kernels
M Izzatullah, R Baptista, L Mackey, Y Marzouk, D Peter
SEG international exposition and annual meeting, D031S034R003, 2020
62020
PINNHypo: Hypocenter Localization Using Physics Informed Neural Networks
IE Yildirim, UB Waheed, M Izzatullah, T Alkhalifah
83rd EAGE Annual Conference & Exhibition 2022 (1), 1-5, 2022
42022
Bayesian RockAVO: Direct petrophysical inversion with Hierarchical Conditional GANs
M Corrales, M Izzatullah, M Ravasi, H Hoteit
Second International Meeting for Applied Geoscience & Energy, 2253-2257, 2022
42022
Langevin dynamics Markov Chain Monte Carlo solution for seismic inversion
M Izzatullah, T van Leeuwen, D Peter
82nd EAGE Annual Conference & Exhibition 2021 (1), 1-5, 2021
32021
Frugal uncertainty analysis for full waveform inversion
M Izzatullah, M Ravasi, T Alkhalifah
84th EAGE Annual Conference & Exhibition 2023 (1), 1-5, 2023
22023
A Wasserstein GAN with Gradient Penalty for 3D Porous Media Generation
M Corrales, M Izzatullah, H Hoteit, M Ravasi
Second EAGE Subsurface Intelligence Workshop 2022 (1), 1-5, 2022
22022
Gauss-Newton and L-BFGS Methods in Full Waveform Inversion (FWI)
SA Abdul Karim, M Iqbal, A Shafie, M Izzatullah
Proceedings of the 6th International Conference on Fundamental and Applied …, 2021
22021
Plug-and-Play Stein variational gradient descent for Bayesian post-stack seismic inversion
M Izzatullah, T Alkhalifah, J Romero, M Corrales, N Luiken, M Ravasi
84th EAGE Annual Conference & Exhibition 2023 (1), 1-5, 2023
12023
An overview on deep learning techniques in solving partial differential equations
RB Yunus, SA Abdul Karim, A Shafie, M Izzatullah, A Kherd, MK Hasan, ...
Intelligent Systems Modeling and Simulation II: Machine Learning, Neural …, 2022
12022
-FWI: Robust full-waveform inversion with Fourier-based metric
M Izzatullah, T Alkhalifah
arXiv preprint arXiv:2205.09234, 2022
12022
Approximate Langevin Monte Carlo with Adaptation for Bayesian Full-Waveform Inversion
M Izzatullah, T Van Leeuwen, D Peter
82nd EAGE Annual Conference & Exhibition 2021 (1), 1-5, 2021
12021
Visualizing the misfit landscape for full waveform inversion
M Izzatullah, T van Leeuwen, D Peter
SEG Technical Program Expanded Abstracts 2019, 1460-1464, 2019
12019
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Articles 1–20