Releases: bahmanabbassi/CLE2D
CLE2D-v2.0
CLE2D is a MATLAB GUI tool for 2D curvilinear lineament extraction. It harnesses advanced unsupervised source separation techniques, including Principal Component Analysis (PCA), Continuous Wavelet Transforms (CWT), and Bayesian Optimization, to provide a solution for curvilinear lineament extraction in geophysical and geoscientific data analysis.
This program is designed to run on any Windows-based personal computer with at least 8 GB of RAM. Increasing the RAM size allows larger images to be processed at once. Since large matrices are operating in this program, the read/write speed of the storage is also essential. A solid-state drive (SSD) with a non-volatile memory express interface (NVMe) is recommended. CLE2D is provided in MATLAB M-File format. M-Files require MATLAB 2025b version 25.2 (and later) to run. To use the program, copy the downloaded repository folder (M-files and data sets) to your desired directory. Locate the M-Files in the current folder of MATLAB and then type CLE2D in the MATLAB Command Window. This interface offers comprehensive tools for curvilinear lineament extraction with a user-friendly design, ensuring that users can easily manipulate and visualize geoscientific data.
Please cite the software as:
Abbassi, B., Cheng, L.Z., 2024. Curvilinear Lineament Extraction: Bayesian Optimization of Principal Component Wavelet Analysis and Hysteresis Thresholding, Computers & Geosciences, 2024,105768, ISSN 0098-3004, https://doi.org/10.1016/j.cageo.2024.105768
Full Changelog: CLE2D...CLE2D-v2.0
CLE2D-v1.0
CLE2D is a MATLAB GUI tool for 2D curvilinear lineament extraction. It harnesses advanced unsupervised source separation techniques, including Principal Component Analysis (PCA), Continuous Wavelet Transforms (CWT), and Bayesian Optimization, to provide a solution for curvilinear lineament extraction in geophysical and geoscientific data analysis.
This program is designed to run on any Windows-based personal computer with at least 8 GB of RAM. Increasing the RAM size allows larger images to be processed at once. Since large matrices are operating in this program, the read/write speed of the storage is also essential. A solid-state drive (SSD) with a non-volatile memory express interface (NVMe) is recommended. CLE2D is provided in MATLAB M-File format. M-Files require MATLAB 2024a version 25.1 (and later) to run. To use the program, copy the downloaded repository folder (M-files and data sets) to your desired directory. Locate the M-Files in the current folder of MATLAB and then type CLE2D in the MATLAB Command Window. This interface offers comprehensive tools for curvilinear lineament extraction with a user-friendly design, ensuring that users can easily manipulate and visualize geoscientific data.
Please cite the software as:
Abbassi, B., Cheng, L.Z., 2024. Curvilinear Lineament Extraction: Bayesian Optimization of Principal Component Wavelet Analysis and Hysteresis Thresholding, Computers & Geosciences, 2024,105768, ISSN 0098-3004, https://doi.org/10.1016/j.cageo.2024.105768