Description Usage Arguments Value Examples
Takes a multi-band raster stack and calculates NDVI and MSAVI vegetation indices. These indices are appended as the last two bands of the input tile.
1 | ndvi_msavi(tile, r_band = 1, nir_band = 4)
|
tile |
File path to a mulit-band raster stack. |
r_band |
Stack index of the red band. |
nir_band |
Stack index of the near-infrared band. |
None. Appends bands to tile and overwrites appended stack to tile file path.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 | library(paint2train)
image_dir <- tempfile()
image_url <- 'https://storage.googleapis.com/mpgranch_data/sample_4band.tif'
download.file(url = image_url, destfile = image_dir)
tdir <- tempdir()
setwd(tdir)
preproc_dir <- 'preproc_tiles'
dir.create(preproc_dir)
#some test coordinates
xcoords <- c(727495,
727919)
ycoords <- c(5175339,
5175408)
coord_mat <- cbind(xcoords, ycoords)
ls <- 30 #how big should the tiles be, this is the side length (in units of data, meters here)
buff <- 5 #buffer in native units of CRS
cores <- ifelse(.Platform$OS.type == 'unix', #how many cores to use for preprocessing
parallel::detectCores() - 1,
1)
tile_at_coords(coords = coord_mat,
len_side = ls,
buffer = buff,
out_dir = preproc_dir,
img = image_dir,
ncores = cores)
t <- list.files(preproc_dir, full.names = TRUE)[1]
ndvi_msavi(tile = t, r_band = 1, nir_band = 4)
t_ndvi <- raster(t, band = 5)
t_msavi <- raster(t, band = 6)
veg_inds <- stack(t_ndvi, t_msavi)
names(veg_inds) <- c('NDVI','MSAVI')
plot(veg_inds)
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