Land Deformation Monitoring Using Optical Satellite Imagery
Project description
Akhdefo:
Computer Vision for Slope Stability: Land Deformation Monitoring Using Optical Satellite Imagery
Background of Akh-Defo:
AKh-Defo is combination of two different words 1) Akh in Kurdish language means land, earth or soil (origion of the word is from Kurdish badini dailect) 2) Defo is short of English word deformation.
Recommended Citation:
Muhammad M, Williams-Jones G, Stead D, Tortini R, Falorni G and Donati D (2022) Applications of ImageBased Computer Vision for Remote Surveillance of Slope Instability.Front. Earth Sci. 10:909078. doi: 10.3389/feart.2022.909078
Updates:
- Akhdefo version one is deprecated please use Akhdefo version 2.
- Akhdefo now can run on the cloud for real-time processing
- Akhdefo now consist of 12 Modules that performs end to end python-based GIS and Image Processing and Custumized Figure generation
Installation of Akhdefo Software:
1.download anaconda environment akhdefov2.yml file
2.download python package requirement pip_req.txt file
3.Create new python Anaconda environment using the below command
conda env create -f akhdefov2.yml
4.Install required python packages using below command
pip install -r pip_req.txt
5.Now install Akhdefo using the below command
pip install akhdefo-functions
Akhdefo Functions Summary
Preprocessing functions to unzip and sort images
from akhdefo_functions import copyImage_Data, copyUDM2_Mask_Data , unzip
Import Module to mosaic and crop raster to Area of Interest using shapefile
from akhdefo_functions import Mosaic, Crop_to_AOI
Import Module to filter rasters
from akhdefo_functions import Filter_PreProcess
Import Module to calculate triplet raster velocities
from akhdefo_functions import DynamicChangeDetection
Import Modules for plotting
from akhdefo_functions import akhdefo_viewer
from akhdefo_functions import plot_stackNetwork
from akhdefo_functions import Akhdefo_resample
from akhdefo_functions import Akhdefo_inversion
Import Module to process stacked triplet velocities and collect velocity candidate points
from akhdefo_functions import stackprep'
Python module to coregister satallite images
from akhdefo_functions import Coregistration
python module to process and calculate timestamp linear deformation rates
from akhdefo_functions import Time_Series
python module to plot timeseries profile for selected points
from akhdefo_functions import akhdefo_ts_plot
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