DeepWave - KAUST

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21 repositories

Microseismic_with_DETR-pub
Public
0•0•0•0•Updated May 31, 2025May 31, 2025
ElasticSiameseFWI-pub
Public
Official reproducible material for Enhancing multiparameter elastic full-waveform inversion with a Siamese network
deep-learning elastic fwi siamese-neural-network
Jupyter Notebook
•2•6•0•0•Updated May 15, 2025May 15, 2025
FreqSiameseFWI-pub
Public
Official reproducible material for F-SiameseFWI: A Novel Deep Learning Framework for Multi-Source Full Wave Inversion
fwi multi-source siamese-neural-network self-supervised-learning
Jupyter Notebook
•0•0•0•0•Updated May 12, 2025May 12, 2025
latentpinn
Public
Official repository for the "Multiple wavefield solutions in physics-informed neural networks using latent representation" paper.
partial-differential-equations helmholtz-equation latent-representations physics-informed-neural-networks
Jupyter Notebook
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MIT License
•3•7•0•0•Updated May 1, 2025May 1, 2025
Siamese_FWI-pub
Public
Official reproducible material for SiameseFWI: A Deep Learning Network for Enhanced Full Waveform Inversion
deep-learning siamese-network full-waveform-inversion self-supervised-learning
Jupyter Notebook
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MIT License
•3•24•0•0•Updated Apr 24, 2025Apr 24, 2025
ErSE328-AdvancedSeismicInversion
Public
The official code repository of the ERSE328 course "Advanced Seismic Inversion" .
Jupyter Notebook
•1•3•0•0•Updated Apr 15, 2025Apr 15, 2025
SSL-Resolution-Enhancement
Public
Reproducible material for Self-supervised Seismic Resolution Enhancement
self-supervised-learning seismic-processing seismic-resolution
Python
•1•3•0•0•Updated Apr 13, 2025Apr 13, 2025
AnnealedSVGD_FWI
Public
Reproducible material for Annealed Stein Variational Gradient Descent for Improved Uncertainty Estimation in Full-Waveform Inversion
Jupyter Notebook
•1•2•0•0•Updated Mar 13, 2025Mar 13, 2025
Regularized_Seis2Rock
Public
Regularization strategies for Seis2Rock-based petrophysical inversion of pre-stack seismic data
deep-learning inverse-problems petrophysics denoising
Jupyter Notebook
•0•1•0•0•Updated Dec 18, 2024Dec 18, 2024
Microseismic_with_SF_BH
Public
Python
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MIT License
•0•5•0•0•Updated Dec 16, 2024Dec 16, 2024
ilvrefwi
Public
Python
•1•2•1•0•Updated Dec 9, 2024Dec 9, 2024
deepwave-paper-template
Public
SCSS
•0•1•0•0•Updated Nov 4, 2024Nov 4, 2024
DeepFWIHessian
Public
deep-learning full-waveform-inversion inverse-hessian
Jupyter Notebook
•
MIT License
•1•9•0•0•Updated Nov 4, 2024Nov 4, 2024
DLDAS_Denoising-pub
Public
Official reproducible material for Noise attenuation in distributed acoustic sensing data using a guided unsupervised deep learning network
deep-learning denoising self-supervised-learning distributed-acoustic-sensing
Jupyter Notebook
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MIT License
•0•10•0•0•Updated Nov 4, 2024Nov 4, 2024
Seis2Rock
Public
Seis2Rock: A Data-Driven Approach to Direct Petrophysical Inversion of Pre-Stack Seismic Data
data-driven seismic-inversion petrophysical-properties
Jupyter Notebook
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MIT License
•1•15•0•0•Updated Nov 4, 2024Nov 4, 2024
SSL-Lowfrequency-extrapolation
Public
Reproducible material for A self-supervised learning framework for seismic low-frequency extrapolation
machine-learning neural-network full-waveform-inversion self-supervised-learning seismic-processing low-frequency-extrapolation
Python
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MIT License
•2•8•0•0•Updated Nov 4, 2024Nov 4, 2024
diffefwi
Public
Official repository for the "Learned regularizations for multi-parameter elastic full waveform inversion using diffusion models" paper.
regularization full-waveform-inversion diffusion-models
Jupyter Notebook
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MIT License
•5•33•0•0•Updated Nov 4, 2024Nov 4, 2024
Meta-Processing
Public
Reproducible material for Meta-Processing: A robust framework for multi-tasks seismic processing
neural-network multi-task-learning meta-learning seismic-processing
Python
•
MIT License
•1•6•0•0•Updated Nov 4, 2024Nov 4, 2024
IntraSeismic
Public
Jupyter Notebook
•
MIT License
•1•6•0•0•Updated Nov 4, 2024Nov 4, 2024
PINNslope
Public
Novel PINN framework for simultaneous seismic data interpolation and local slope estimation
interpolation signal-processing slopes physics-informed-neural-networks
Jupyter Notebook
•
MIT License
•1•8•0•0•Updated Nov 4, 2024Nov 4, 2024
PINNgabor
Public
Python
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MIT License
•0•3•0•0•Updated Nov 4, 2024Nov 4, 2024