#' @title calcAreaLoss
#' @description Calculates loss in area in sq.km from current habitat to climate change scenario
#' @return returns scalar
#' @param year "2050", or "2100
#' @param rcp "RCP45" or "RCP85"
#' @param season "Summer" or "Winter"
#' @author David Chen
#' @importFrom raster area sum
#' @export
calcAreaLoss <- function(year, rcp="RCP45", season="Summer"){
## names for reading of rasters
if (season == "Summer") {
seas <- "s"} else {
seas <- "w" }
mosaic_path <- "data/PREDICTION_II/ts_input/mosaic/"
current <- raster(paste0(mosaic_path, "mosaic_",season, ".tif"))
current_area <- tapply(area(current), current[], sum)
future_path <- "data/PREDICTION_II/suit_hab_future_env_sep/"
future_temp <- raster(paste0(future_path, "suit_hab_", substr(rcp,4,5), "_", year, "_temp_", seas,".tif"))
future_thick <- raster(paste0(future_path, "suit_hab_", substr(rcp,4,5), "_", year, "_thick_", seas,".tif"))
future_both <- raster(paste0(future_path, "suit_hab_", substr(rcp,4,5), "_", year, "_both_", seas,".tif"))
ext <- extent(future_temp)
new <- raster(ext=ext, res=0.025)
future_area_temp <- resample(future_temp, new)
future_area_temp <- sum(tapply(area(future_temp), future_temp[], sum))
future_area_thick <- resample(future_thick, new)
future_area_thick <- sum(tapply(area(future_thick), future_thick[], sum))
future_area_both <- resample(future_both, new)
future_area_both <- sum(tapply(area(future_both), future_both[], sum))
temp_diff <- current_area - future_area_temp
temp_perc <- future_area_temp/current_area * 100
thick_diff <- current_area - future_area_thick
thick_perc <- future_area_thick/current_area * 100
both_diff <- current_area - future_area_both
both_perc <- future_area_both/current_area * 100
df <- data.frame(row.names = c(paste0(c("SST_", "Ice thickness_", "Both_"), rcp, "_", year)))
df[1,1] <- temp_diff
df[1,2] <- temp_perc
df[2,1] <- thick_diff
df[2,2] <- thick_perc
df[3,1] <- both_diff
df[3,2] <- both_perc
colnames(df) <- c("km2", "percentage of current habitat")
print(paste0("future habitat under ", rcp, " in year ", year, " for ", season, " will be ", round(temp_diff,0), " km2 less based on future SST."))
print(paste0("Future Habitat is ",round(temp_perc,2), "% of current habitat based on SST"))
print(paste0("future habitat under ", rcp, " in year ", year, " for ", season, " will be ", round(thick_diff,0), " km2 less based on future Ice Thickness"))
print(paste0("Future Habitat is ",round(thick_perc,2), "% of current habitat based on ice thickness."))
print(paste0("future habitat under ", rcp, " in year ", year, " for ", season, " will be ", round(both_diff,0), " km2 less based on future both SST and Ice Thickness"))
print(paste0("Future Habitat is ",round(both_perc,2), "% of current habitat based on both SST and ice thickness."))
return(df)
}
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