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rstackrasterr-rasterrun-length-encoding

Calculating number of three consecutive values above a threshold (in raster stack)


I need to compute number of three consecutive days when value of each pixel in a raster stack (x) is above a given threshold (defined by another raster y). I tried using rle for the purpose with calc as follows after stacking x and y together into new raster a:

library(raster)    
fn<-function(a) with(rle(a), sum(lengths>=3 & values>a[[nlayers(a)]]))
calc(b,fn)

However, I am getting the error:

Error in .calcTest(x[1:5], fun, na.rm, forcefun, forceapply) :
cannot use this function

Reproducible sample:

x1 <- raster(nrows=10, ncols=10)
 x2=x3=x4=x5=x6=x1
 x1[]= runif(ncell(x1))
 x2[]= runif(ncell(x1))
 x3[]= runif(ncell(x1))
 x4[]= runif(ncell(x1))
 x5[]= runif(ncell(x1))
 x6[]= runif(ncell(x1))
 x=stack(x1,x2,x3,x4,x5,x6)
 y=x1
 y[]= runif(ncell(x1))
 a<-stack(x,y)

Can someone please help.


Solution

  • You could try this:

     x1 <- raster(nrows=10, ncols=10)
     x2=x3=x4=x5=x6=x1
     x1[]= runif(ncell(x1))
     x2[]= runif(ncell(x1))
     x3[]= runif(ncell(x1))
     x4[]= runif(ncell(x1))
     x5[]= runif(ncell(x1))
     x6[]= runif(ncell(x1))
     x=stack(x1,x2,x3,x4,x5,x6)*4
     y=x1
     y[]= runif(ncell(x1))*2
     a<-stack(x,y)
    
    
     library(raster)
    
    fn<-function(x) {
      seq <- rle(as.numeric(x)>as.numeric(x)[[nlayers(a)]])
      n = length(seq$lengths > 3 & seq$values == TRUE)
      return(n)
    }
    calc(a,fn)
    
    class       : RasterLayer 
    dimensions  : 10, 10, 100  (nrow, ncol, ncell)
    resolution  : 36, 18  (x, y)
    extent      : -180, 180, -90, 90  (xmin, xmax, ymin, ymax)
    coord. ref. : +proj=longlat +datum=WGS84 +ellps=WGS84 +towgs84=0,0,0 
    data source : in memory
    names       : layer 
    values      : 1, 7  (min, max)
    

    (note that I modified the example dataset to get some good sequences)

    HTH !