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2017-jupyternotebooksforgeophysics

MSc Geophysics Seminar on developing Jupyter Notebooks for Geophysics

andrew-ng-notes

This is Andrew NG Coursera Handwritten Notes.

applied-deep-learning

Applied Deep Learning Course

astic-2020-jointinversion

Collection of scripts to reproduce the results of Astic et al. (2020): forward modelling and joint inversion of potential fields data with petrophysical information (Petrophysically and geologically guided inversion: PGI)

avo-plot-screening-using-ml

AVO plot screening using machine learning. Correlate each other AVO respon from multiple CMP point

awesome-cpp

A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff.

bruges

Geophysics library with various helpful functions

capstone-pre-stack-inversion-unconventional

Capstone from my MSc. Pre-stack inversion.

cfdpython

A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/

chevcodes

Acoustic FWI part of the joint inversion

cnn_gravity_inversion_com-geo

CNN_gravity inversion

cnn_vti_inversion

Determination of the elastic parameters of a VTI medium from sonic logging data using deep learning

cogs18_22

computational-geophysics

All geophysics method: gravity, magnetic, seismic, electrical, electromagnetic

computational_seismology

Jupyter notebooks. Suplementary material for the book Computational Seismology, A Practical Introduction - Heiner Igel

conjugate-gradient

Painless conjugate gradient notebooks

constrainedfwiexamples

FWI examples with constraints.

course_ml_for_exploration_geophysics

Repository for the 2020 short course on Machine Learning for Exploration Geophysics

deep-learning-applied-to-seismic-data

Seismic data interpolation. C++ implementation.

differential-equations-earth-system

Course material for the lecture "Differential equations in the earth system" (WS 2019/2020) @ CAU Kiel

download

eikonal_tomography

Synthetic demonstration of Eikonal tomography

electrical-forward-and-inverse

Research and development notebooks

erinn

Electrical resistivity imaging based on deep learning

ertplot

Script to plot 2D electrical resistivity tomography (ERT) data with much more versatility than RES2DINV allows.

ethz-dlsc_partb

ETHz Deep Learning for Scientific Computing. In this project we reproduce the FFN, DeepONet, FNO, CNO, KNO, UNet on Heat/Wave/Poisson Equations

fcnvmb-deep-learning-based-seismic-velocity-model-building

Deep-learning inversion: A next-generation seismic velocity model building method

fdwave3d

four-phase-inversion

Manuscript and code for joint inversion of seismic refraction and electrical resistivity data to estimate water, ice, and air contents

fteikpy

Accurate Eikonal solver for Python