Land Deformation Monitoring Using Optical Satellite Imagery
Project description
Akhdefo
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Computer Vision for Slope Stability: Land Deformation Monitoring
Background of Akh-Defo
Akh-Defo is derived from two distinct words:
- 'Akh' in the Kurdish language, representing land, earth, or soil (originating from the Kurdish Badini dialect).
- 'Defo', a shorthand for the English term 'deformation'.
Recommended Citation
Muhammad M, Williams-Jones G, Stead D, Tortini R, Falorni G, and Donati D (2022) Applications of Image-Based Computer Vision for Remote Surveillance of Slope Instability. Front. Earth Sci. 10:909078. doi: 10.3389/feart.2022.909078
Updates
- Deprecated: Akhdefo version one. Current recommendation: Use Akhdefo version 2.
- New Feature: Cloud-based real-time processing capabilities.
- Expansion: Over 20 modules for end-to-end Python-based GIS and Image Processing, and Customized Figure generation.
- Integration: Access, filter, and download capabilities for Planet Labs data using the Planet Lab API.
- Enhancement: Orthorectification feature for satellite images.
Installation of Akhdefo Software
Follow these steps to install the Akhdefo software:
-
Create a new Python Anaconda environment using the command:
conda create --name akhdefo_env
-
Create Anaconda environment and install the following libraries with Anaconda
dependencies:
- python=3.8 # Assuming Python 3.8, can be changed as needed
- cmocean
- pip
- opencv
- earthpy
- flask
- geopandas
- glob2
- gstools
- hyp3_sdk
- ipywidgets
- json5
- matplotlib
- numpy
- gdal
- pandas
- recommonmark
- sphinx
- nbsphinx
- sphinx-book-theme
- myst-parser
- plotly
- pykrige
- rasterio
- requests
- rioxarray
- scipy
- seaborn
- shapely
- scikit-image # skimage
- scikit-learn # sklearn
- statsmodels
- tensorflow
- tqdm
- xmltodict
-
Download the Python package requirement file: pip_req.txt.
-
Install required Python packages with the command:
pip install -r pip_req.txt
-
Install Akhdefo using the following command:
pip install akhdefo-functions
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