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Emad Ghalenoei's Projects

3d_voronoi_plane_trans-d_inversion icon 3d_voronoi_plane_trans-d_inversion

This is a Python code based on MPI module that parametrizes the subsurface structures using 3D Voronoi and Plane (VP) partitioning. You can find the full description in my research paper published in Geophysical Journal International (GJI). Citation instruction can be found at https://academic.oup.com/gji/advance-article-abstract/doi/10.1093/gji/ggac083/6536917.

alpha_shape icon alpha_shape

This python script applies joint gravity and magnetic inversion using Linear Interpolation and Alpha Shape. This method is fully represented in our research paper published at Inverse Problem Journal. Paper Title: Joint gravity and magnetic inversion with trans-dimensional alpha shapes and autoregressive noise models

correlated_noise_from_covariance icon correlated_noise_from_covariance

This code generates correlated noise to given data from a covariance matrix. the covariance matrix can have any form but here I assume a complex sinusoidal form. Enjoy and Cite!

matrix_wavelet_compression icon matrix_wavelet_compression

This python code takes a huge matrix (e.g. 3D gravity kernel) as an input and then performs wavelet compression to improve the efficiency of matrix multiplication. Note that the multiplication of two matrices in the wavelet domain is equal to the multiplication in the real domain. This wavelet compression was introduced by Li and Oldenburg, 2003 Fast inversion of large-scale magnetic data using wavelet transforms and a logarithmic barrier method. Geophysical Journal International.

nearest_interpolation_alpha_shape icon nearest_interpolation_alpha_shape

This python script applies joint gravity and magnetic inversion using Nearest Interpolation and Alpha Shape. This method is fully represented in our research paper published at Inverse Problem Journal. The link of paper will be added soon.

nested_voronoi icon nested_voronoi

This python script applies joint gravity and magnetic inversion using Nested Voronoi with 3 parent nodes. This method is fully represented in our research paper published at Inverse Problem Journal. The link of paper will be added soon.

random_forest_3d_inversion icon random_forest_3d_inversion

This repo includes Python codes for training a random forest classifier from training samples. The random forest classifier takes gravity and magnetic data as inputs and predicts a density contrast for a 3d subsurface model within a defined size and dimension.

rjmcmc_nestedvoronoi_gji icon rjmcmc_nestedvoronoi_gji

This MATLAB code performs the rjMcMC algorithm to invert gravity and magnetic data to image the subsurface models. more info can be found in my journal paper.

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