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June 11, 2023 18:10
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separate the Fmask from HLS into the different masks that compose it
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| # separate the Fmask from HLS into the different masks that compose it | |
| # meaning of each output band: | |
| # cirrus, cloud, adjacent cloud, cloud shadow, snow or ice, water, aerosol | |
| # by Luisa V. Lucchese | |
| # June 2023 | |
| # MIT License | |
| #Copyright (c) 2023 Luisa V. Lucchese | |
| #Permission is hereby granted, free of charge, to any person obtaining a copy | |
| #of this software and associated documentation files (the "Software"), to deal | |
| #in the Software without restriction, including without limitation the rights | |
| #to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| #copies of the Software, and to permit persons to whom the Software is | |
| #furnished to do so, subject to the following conditions: | |
| #The above copyright notice and this permission notice shall be included in all | |
| #copies or substantial portions of the Software. | |
| #THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| #IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| #FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| #AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| #LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| #OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| #SOFTWARE. | |
| from qgis.core import * | |
| import processing | |
| import numpy as np | |
| from osgeo import gdal | |
| def decodefmaskvalue(value): | |
| #simple function to know the bits that are 1 in a byte | |
| #in a byte, each bit means: | |
| bitcomp=[0,1,2,4,8,16,32,64,128] | |
| #initialization for the remainders vector | |
| bitcomp_mod=[0,1,2,4,8,16,32,64,128] | |
| #initialization for the subtraction vector | |
| subtraction=[0,1,2,4,8,16,32,64] | |
| bit_val=[0,0,0,0,0,0,0,0] | |
| for i in range(0,8): | |
| bitcomp_mod[i]=value%bitcomp[i+1] | |
| for i in range(0,8): | |
| subtraction[i]=bitcomp_mod[i]-bitcomp_mod[i+1] | |
| if (subtraction[i]<0): | |
| bit_val[i]=1 | |
| return bit_val | |
| def Fmask_bit_band_separation(rasterloc,saveloc): | |
| #generates a 7-band raster saved in saveloc | |
| #each band is a different mask from Fmask | |
| #open the fmask file and read the array | |
| openedraster = gdal.Open(rasterloc, gdal.GA_ReadOnly) | |
| #get geotransformation | |
| GT_input = openedraster.GetGeoTransform() | |
| #read the one and only band from Fmask | |
| raster_input = openedraster.GetRasterBand(1) | |
| fmask_array = raster_input.ReadAsArray() | |
| #save the shape of the array to use it in loops | |
| size1,size2=fmask_array.shape | |
| bands=np.zeros((size1,size2,9)) #initialization | |
| #running the function for every point on Fmask | |
| for i in range(0,(size1)): # | |
| for j in range(0,(size2)): # | |
| bands[i,j,0:8]=decodefmaskvalue(fmask_array[i,j]) | |
| #last two bands mean actually just one thing, aerosol | |
| for i in range(0,(size1)): # | |
| for j in range(0,(size2)): # | |
| if (bands[i,j,7]==0 and bands[i,j,8]==0): | |
| bands[i,j,7]=0 #climatology | |
| elif (bands[i,j,7]==0 and bands[i,j,8]==1): | |
| bands[i,j,7]=1 #low | |
| elif (bands[i,j,7]==1 and bands[i,j,8]==0): | |
| bands[i,j,7]=2 #average | |
| elif (bands[i,j,7]==1 and bands[i,j,8]==1): | |
| bands[i,j,7]=3 #high | |
| else: | |
| bands[i,j,7]=4 #somethings off | |
| #save this as a raster in Geotiff format | |
| driver = gdal.GetDriverByName( 'GTiff' ) | |
| dst_ds=driver.Create(saveloc,size2,size1,7,gdal.GDT_Float64) | |
| dst_ds.SetGeoTransform(GT_input) | |
| for iband in range(0,7): | |
| dst_ds.GetRasterBand(iband+1).WriteArray(bands[0:size1,0:size2,iband]) | |
| dst_ds=None | |
| #open file automatically | |
| fmask_layer=iface.addRasterLayer(saveloc, "Fmask") | |
| return fmask_layer |
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