DIG-Kaust/MLgeoscience DIG-Kaust/MLgeoscience

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  • Created over 3 years ago
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DIG-Kaust/MLgeoscience
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DIG-Kaust

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Repository Details

Teaching material for ML in Geoscience course

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1

Seismology

Teaching material for ErSE 210 Seismology course
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RockGAN

Reproducible material for A Wasserstein GAN with gradient penalty for 3D porous media generation.
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Seismic_PnP

Plug and Play Post-Stack Seismic Inversion with CNN-based Denoisers
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GenModelling

Teaching material for Generative modelling lectures in AI Summer School @ KAUST
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pymarchenko

A bag of Marchenko algorithms implemented on top of PyLops
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HTracker

A Joint Inversion-Segmentation approach to Assisted Seismic Interpretation
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DeepPrecs

Deep Preconditioned Inverse problems
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4DProximal

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MDC-HPC

Reproducible Paper - Implementation of large-scale integral operators with modern HPC solutions
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SSDeblend

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11

TLR-MDC

Tile-Low Rank Multi-Dimensional Convolution: fast MDC modelling and inversion for seismic applications
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Seismology-Projects

A collection of projects performed by my students in the ErSE 210 Seismology course
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PyPOCS

Implement POCS with different proximal algorithms (HQS, ADMM, PD)
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14

conda_envs

Set of conda environments for KAUST linux machines and clusters
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15

MDD-StochasticSolvers

Multi-dimensional deconvolution with stochastic solvers
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16

HPC_Hackathon_DIG

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17

StrydeProjects

Codes to visualize and analyse Stryde data acquired by DIG
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VolveSynthetic

A Volve-alike synthetic dataset for testing of seismic processing and imaging algorithms
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MultiCompSlopesInterpolation

Slope estimation and interpolation of multi-channel seismic data
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pysubsurface

A bag of useful object to load, manipulate, and visualize subsurface data
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Adaptive-subtraction

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Devito-fwi

A collection of codes to perform FWI with Devito
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