# subset to uk and set lat and long
JAXA_process<-function(latitudeN, latitudeS, longitudeW, longitudeE){
library(ggplot2)
library(ggmap)
library(reshape2)
dir.create("subset")
infiles<-list.files("convert", ".txt*")
change.files <- function(file)
{
original = read.csv(paste0("convert/",file), header=FALSE)
colnames(original)<-(seq(0, 360, by = 0.05))-0.05
colnames(original)[1]<-"Latitude"
original$Latitude<-(original$Latitude-90.05)*-1
latsub<-subset(original, Latitude<=latitudeN & Latitude>=latitudeS, select=c(Latitude, 0:ncol(original)))
latsub$Latitude.1<-NULL
latsublong <- melt(latsub, id=c("Latitude"))
latsublong$variable <- as.numeric(as.character(latsublong$variable))
latsublong$variable<-ifelse(latsublong$variable>180, -360+ latsublong$variable, latsublong$variable)
colnames(latsublong) <- c("Latitude", "Longitude", "UV")
latlongsublong<-subset(latsublong, Longitude>=longitudeW & Longitude<=longitudeE, select=c(Latitude, Longitude, UV))
name<-sub(".txt$","-edit.txt", file)
write.csv(latlongsublong, row.names=FALSE, quote=FALSE, paste0("subset/",name))
file.remove(paste0("convert/",file))
}
######################################
lapply(infiles , change.files)
######################################
dir.create("raster")
# Add required libraries (interpolate)
library(sp)
library(raster)
library(gstat)
# single raster
infiles<-list.files("subset", "-edit.txt*")
# batch
interpolate<-function(file){
latlongsublong <- read.csv(file = paste0("subset/",file), header = TRUE)
latlongsublong <-na.omit(latlongsublong)
coordinates(latlongsublong) = ~Longitude + Latitude
x.range <- as.numeric(c(longitudeW, longitudeE))
y.range <- as.numeric(c(latitudeS,latitudeN))
# Create an empty grid where n is the total number of cells
grd <- as.data.frame(spsample(latlongsublong, "regular", n=90000))
names(grd) <- c("X", "Y")
coordinates(grd) <- c("X", "Y")
gridded(grd) <- TRUE # Create SpatialPixel object
fullgrid(grd) <- TRUE # Create SpatialGrid object
# Interpolate the surface using a power value of 2 (idp=2.0)
dat.idw <- idw(UV~1,latlongsublong,newdata=grd,idp=2.0, na.action=na.omit)
rasterDF <- raster(dat.idw)
bb <- extent(longitudeW, longitudeE, latitudeS, latitudeN)
extent(rasterDF) <- bb
crs(rasterDF) <- CRS("+proj=longlat +datum=WGS84")
name<-sub("Av1_v8111_7200_3601_uv__8b-edit.txt", ".img", file)
writeRaster(rasterDF,paste0("raster/", name), format = "HFA", overwrite=TRUE)
file.remove(paste0("subset/",file))
}
############################################
lapply(infiles, interpolate)
############################################
}
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