DeepWave - KAUST

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15 repositories

Regularized_Seis2Rock
Public
Regularization strategies for Seis2Rock-based petrophysical inversion of pre-stack seismic data
deep-learning inverse-problems petrophysics denoising
Jupyter Notebook
•0•0•0•0•Updated Dec 18, 2024Dec 18, 2024
Microseismic_with_SF_BH
Public
Python
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MIT License
•0•1•0•0•Updated Dec 16, 2024Dec 16, 2024
ilvrefwi
Public
Python
•0•1•0•0•Updated Dec 9, 2024Dec 9, 2024
Siamese_FWI
Public
Official reproducible material for SiameseFWI: A Deep Learning Network for Enhanced Full Waveform Inversion
Jupyter Notebook
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MIT License
•2•15•0•0•Updated Dec 8, 2024Dec 8, 2024
deepwave-paper-template
Public
SCSS
•0•1•0•0•Updated Nov 4, 2024Nov 4, 2024
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
•2•5•0•0•Updated Nov 4, 2024Nov 4, 2024
DeepFWIHessian
Public
Jupyter Notebook
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MIT License
•0•2•0•0•Updated Nov 4, 2024Nov 4, 2024
DLDAS_Denoising
Public
Official reproducible material for Noise attenuation in distributed acoustic sensing data using a guided unsupervised deep learning network
Jupyter Notebook
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MIT License
•0•4•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•11•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
•1•4•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
•4•26•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
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MIT License
•0•6•0•0•Updated Nov 4, 2024Nov 4, 2024
IntraSeismic
Public
Jupyter Notebook
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MIT License
•0•1•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
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MIT License
•1•5•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