Discover slimgroup/Seis4CCS.jl Open Source project

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JUDI.jl

Julia Devito inversion.

Python interface to Curvelab (http://www.curvelet.org)

PyCurvelab

Distributed Fourier Neural Operators

dfno

Set of seismic modeling and inversion examples using Devito for different wave equations.

Devito-Examples

Learned coupled inversion for carbon sequestration monitoring and forecasting with Fourier neural operators

FNO4CO2

JOLI.jl

Julia Operators LIbrary

SegyIO.jl provides methods to read, write, and scan SEGY datasets.

SegyIO.jl

Software for SEG2020 abstracts

Software.SEG2020

Framework for large-scale non-linear inverse problems

WAVEFORM

MATLAB

Devito4PyTorch

Integrating Devito operators into PyTorch

JutulDarcyRules: ChainRules extension to Jutul and JutulDarcy

JutulDarcyRules.jl

Optimization algorithms for inverse problems.

SlimOptim.jl

SetIntersectionProjection.jl

Constrained optimization

Tutorials for the 2021 ML4Seismic Partners Meeting

SLIMTutorials

Memory efficient seismic inversion via trace estimation

TimeProbeSeismic.jl

ImageGather.jl

Image gather tools

Julia framework for large-scale non-linear inverse problems

WAVEFORM.jl

GenSPGL.jl

Generalized SPGL

Derisking geological carbon storage from high-resolution time-lapse seismic to explainable leakage detection

GCS-CAM

JUDI4Flux.jl

Flux extensions for JUDI

Forward and adjoint photoacoustic operators built on top of JUDI which uses DEVITO as backend for solving wave PDE's.

PhotoAcoustic.jl

A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification by Siahkoohi, A., Rizzuti, G., and Herrmann, F.J.

Software.siahkoohi2020EAGEdlb

Solving multiphysics-based inverse problems with learned surrogates and constraints

FNO-NF.jl

Memory efficient convolution networks

PenaltyMethodGJI

Penalty method

MATLAB

XConv

SLIM internal plotting utilities

SlimPlotting.jl

Azure workflow for SLIM algorithms.

Azure2019

Software for SEG2021 abstracts

Software.SEG2021

Parallel extensions to SPOT

pSPOT

MATLAB

fno4vc

Velocity continuation with Fourier neural operators

Julia implementation for extended convolutional layers

ExtendedConv.jl

FWI examples with constraints.

ConstrainedFWIExamples

Wave-equation based inversion with amortized variational Bayesian inference

ConditionalNFs4Imaging.jl

Serverless seismic imaging on Amazon Web Services

ServerlessImagingAWS

Scalable and distributed matrix-free abstractions for machine learning and scientific computing

ParametricOperators.jl

Neural network augmented wave-equation simulation by Siahkoohi, A., Louboutin, M., and Herrmann, F.J.

Software.siahkoohi2019TRnna

JUDI parallelism with Azure batch

JUDI4Cloud.jl

Julia registry for SLIM packages

SLIMregistryJL

TL-FWPI.jl

Time-lapse full-waveform permeability inversion: A feasibility study

Code to reproduce results in "Reliable amortized variational inference with physics-based latent distribution correction", Geophysics 2023

ReliableAVI.jl

Acquisition

WISE: full-Waveform variational Inference via Subsurface Extensions

WISE.jl

The importance of transfer learning in seismic modeling and imaging by Siahkoohi, A., Louboutin, M., and Herrmann, F. J.

Software.siahkoohi2019itl

(PyTorch) Deep-learning based ocean bottom seismic wavefield recovery by Siahkoohi, A., Kumar, R., and Herrmann, F.J.

Software.siahkoohi2019SEGdlbTorch

Code to reproduce results in "Preconditioned training of normalizing flows for variational inference in inverse problems"

FastApproximateInference.jl

WISER: multimodal variational inference for full-waveform inversion without dimensionality reduction

WISER.jl

Official SLIM internal distribution of ScholarlyMarkdown

BibTex

SLIM's BibTech database

TeX

ScholarlyMarkdown

TeX

ElasticTTI

Software accompanying EAGE 2020 submission

Software.rizzuti2020EAGEtwri

Seismic preconditions for operator F and J

Shampoo.jl

SLIMpy

SLIMpy public core