我曾经使用for循环迭代一堆栅格(n = 533),并根据将某些值(小于353.3)转换为“ NA”来reclassify
对其进行迭代。现在,我希望有一种有效的方法来搜索重新分类的栅格列表,并删除具有所有“ NA”值的栅格(请参见下面的输出示例)。该怎么办?
wfrastlist <- list.files(path = "/path/to/rasters/",
pattern='*.TIF$', all.files=TRUE, full.names=FALSE)
#generate a reclassification matrix
#in this example, values less than 353.2 are assigned a new value of
#'NA'
m <- c(-Inf, 353.2, NA)
rclmat <- matrix(m, ncol=3, byrow=TRUE)
#function to reclassify rasters and write a new reclassified .tif
#file for each
batch_reclass <- function(wfrastlist){
for (i in 1:length(wfrastlist)) {
#read in raster
r <-raster(paste0("/path/to/rasters/", wfrastlist[i]))
#perform the reclassifcation
rc <- reclassify(r, rclmat)
#write each reclass to a new file
writeRaster(rc, filename =
paste0("/path/to/reclassified/rasters/", "rc_", wfrastlist[i]),
format="GTiff", overwrite=TRUE)
}
}
#run the function
batch_reclass(wfrastlist)
#example output
#raster with values within new range
class : RasterLayer
dimensions : 412, 362, 149144 (nrow, ncol, ncell)
resolution : 20.15372, 20.15372 (x, y)
extent : 1531426, 1538721, 592978.7, 601282.1 (xmin, xmax,
ymin, ymax)
coord. ref. : +proj=aea +lat_1=50 +lat_2=58.5 +lat_0=45 +lon_0=-126
+x_0=1000000 +y_0=0 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m
+no_defs
data source : /path/to/reclassified/rasters/rc_wfrast_basin102.tif
names : rc_wfrast_basin102
values : 412.6, 424.6 (min, max)
#raster without values within new range (i.e., missing 'values' row)
class : RasterLayer
dimensions : 158, 66, 10428 (nrow, ncol, ncell)
resolution : 20.15372, 20.15372 (x, y)
extent : 1551478, 1552809, 602914.5, 606098.8 (xmin, xmax,
ymin, ymax)
coord. ref. : +proj=aea +lat_1=50 +lat_2=58.5 +lat_0=45 +lon_0=-126
+x_0=1000000 +y_0=0 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m
+no_defs
data source : /path/to/reclassified/rasters/rc_wfrast_basin103.tif
names : rc_wfrast_basin103
答案 0 :(得分:1)
将来,请提供一个可复制的示例。
您可以检查栅格的最小值(或最大值)是否为NA
,这意味着仅存在NAs
rc <- reclassify(r, rclmat)
if (!is.na(minValue(rc))) {
writeRaster(rc, paste0("/path/to/reclassified/rasters/", "rc_", wfrastlist[i]), format="GTiff", overwrite=TRUE)
}