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cuplgb's Projects

ml4ms icon ml4ms

Machine Learning for Microseismic - A Python package for implementing automated microseismic event detection with machine learning.

ml_toolbox icon ml_toolbox

A Machine learning toolbox containing algorithms for non-linear dimensionality reduction, clustering, classification and regression along with examples and tutorials which accompany the Master level "Advanced Machine Learning" and "Machine Learning Programming" courses taught at EPFL by Prof. Aude Billard

mwpt icon mwpt

Our denoising method MWPT-IHHI module and related figures were produced using the MATLAB. MWPT-IHHI (the denoising method by combining a multi-threshold wavelet packet transform and an improved Hilbert-Huang transform) makes use of WPT and HHT method for microseismic signals from a coal seam hydraulic fracturing.

n2v icon n2v

This is the implementation of Noise2Void training.

nmflibrary icon nmflibrary

MATLAB library for non-negative matrix factorization (NMF): Version 1.8.0

noise2noise icon noise2noise

Noise2Noise: Learning Image Restoration without Clean Data - Official TensorFlow implementation of the ICML 2018 paper

opensource icon opensource

Code for geophysical 3D/2D Finite Difference modelling, Marchenko algorithms, 2D/3D x-w migration and utilities.

p_phase_picker icon p_phase_picker

Source code for “Identifying Seismic Waves with Convolutional Neural Networks” tutorial on my website:

pfast icon pfast

PFAST: A High Performance Software Package for Transmission and Reflection Seismic Traveltime Tomography

phase-picker icon phase-picker

Design, test and improve a convolutional neural network approach for seismic phase picking

prdeep icon prdeep

This package contains the code to run prDeep; a noise robust phase retrieval algorithm based on deep neural networks.

pybnn icon pybnn

Bayesian neural network package

pykonal icon pykonal

Travel-time calculator based on the fast-marching method solution to the Eikonal equation.

pypick icon pypick

Seismic event picking using Matplotlib and machine learning

python icon python

All Algorithms implemented in Python

qinv icon qinv

A package for attenuation analysis for borehole observation.

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