Pinned Repositories
3D-Seismic-Visualization
Small GUI program to Plot a 3D seismic volume as slices along the x,y,z axis.
5TieUp-IndoEarthHack
ADSeismic.jl
A General Approach to Seismic Inversion Problems using Automatic Differentiation
AI_SeismicFaciesClassificationV3
anisotropy_nn
Source code for my project of estimating anisotropy parameters with Deep Learning including data creation (earth models and synthetic seismic gathers)
asi-pytorch
Pytorch implementations of "Automatic Seismic Interpretation" publications and repositories
AutomatedWellLogCorrelation
Framework for correlating two or more well logs using feature vectors generated from CNN's in Pytorch
GraphWaveletNeuralNetwork
A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)
prestackPro-Manual
seismic-interpolation-CNN
xian-ran's Repositories
xian-ran/AI_SeismicFaciesClassificationV3
xian-ran/well-tie-challenge
The main goal is to develop a well tie automatized process.
xian-ran/CNN_seismic_facies_classification
xian-ran/seismic-inversion
Seismic inversion using a neural network regulariser implemented as an ExternalOperator in Firedrake
xian-ran/CNNforFaultInterpretation
Deep Convolutional Neural Network for Automatic Fault Recognition from 3D Seismic Dataset
xian-ran/Force-2020-Machine-Learning-competition
the results, code and the data for the Force 2020 Machine learning competition after the completion of the competition in October 2020.
xian-ran/MCMC-Bayes-python
Python implementation of adaptive MCMC methods for Bayesian inversion
xian-ran/Generating-Seismic-Section-from-Marmousi-Model-using-Python
xian-ran/CNN-Based-Seismic-Fault-Prediction
Using Convolution Neural Network for Seismic Fault Mapping
xian-ran/ml-tutorials
Tutorials on Machine Learning for Seismic Interpretation
xian-ran/seismic_deep_learning
A couple of python scripts to interpret geological structures from geophysical images using deep learning
xian-ran/CNN_on_seis_ampl
An optimized patch-point based approach to seismic fault interpretation using CNN.
xian-ran/SGANinv
Multiple-point geostatistics inversion of reservoir models using spatial generative adversarial networks
xian-ran/TCN
The repository has the PyTorch codes to reproduce the results for our recently accepted paper, "Estimation of Acoustic Impedance from Seismic Data using Temporal Convolutional Network", in SEG Technical Program Expanded Abstracts, 2019.
xian-ran/bayes-drt
Hierarchical Bayesian methods for inversion of electrochemical impedance spectroscopy (EIS) data
xian-ran/seismiqb
Seismic data interpretation with deep learning
xian-ran/Plant_traits_inversion
Model Inversion using MCMC
xian-ran/welllog_seismic
xian-ran/Seismic-Facies-classification
xian-ran/simpegEM1D
Frequency and time domain EM forward modeling and inversion program
xian-ran/Seismic-Facies-Identification
xian-ran/rgb_inversion
xian-ran/Statistical-computing-with-python
numerical analysis for statisticians and data scientists (including matrix inversion, splines, function optimization, and MCMC) with an emphasis on implementing these methods in Python. Computation strategies such as vectorization, code profiling are also applied to speed up the codes.
xian-ran/sAIs
The project is to apply ML in forward and inversion problems of seismic
xian-ran/cnn_vti_inversion
Determination of the elastic parameters of a VTI medium from sonic logging data using deep learning
xian-ran/Devito-Examples
Set of seismic modeling and inversion examples using Devito for different wave equations.
xian-ran/MCMC_geometryinv
Python nonlinear inversion estimator using PyMC
xian-ran/geoist
An Open-Source Geophysical Python Library for Geoscience Prototype Research
xian-ran/TS_Compression
DataScience course project for time series summarization
xian-ran/LASIF_specfem3D
This is a modified version of LASIF (LArge-scale Seismic Inversion Framework) to expand the framework for FWI using newer versions of SPECFEM3D and additional options for teleseismic configurations. !!! The code is still in development !!!