#' Calculate Global Surface Water (GSW) Recurrence
#'
#' Water Recurrence is a measurement of the degree of variability in the
#' presence of water from year to year. It describes the frequency with which
#' water returned to a particular location from one year to another, and is
#' expressed as a percentage. The raster files have integer cell values between
#' `[0, 100]`, where 100 represents that water reoccurs predictably every year,
#' whereas lower values indicate that water only occurs episodically.
#'
#' The raw data values are aggregated based on a provided threshold parameter
#' `min_recurrence`, the function returns the area covered by values
#' greater or equal than this threshold.
#'
#' The required resources for this indicator are:
#' - [global_surface_water_recurrence]
#' @name gsw_recurrence
#' @param engine The preferred processing functions from either one of "zonal",
#' "extract" or "exactextract". Default: "extract".
#' @param min_recurrence Threshold to define which pixels count towards the GSW
#' recurrence area `[0, 100]`.
#' @keywords indicator
#' @returns A function that returns an indicator tibble with recurrence as
#' variable and the corresponding area (in ha) as value.
#' @include register.R
#' @export
#' @examples
#' \dontshow{
#' mapme.biodiversity:::.copy_resource_dir(file.path(tempdir(), "mapme-data"))
#' }
#' \dontrun{
#' library(sf)
#' library(mapme.biodiversity)
#'
#' outdir <- file.path(tempdir(), "mapme-data")
#' dir.create(outdir, showWarnings = FALSE)
#'
#' mapme_options(
#' outdir = outdir,
#' verbose = FALSE
#' )
#'
#' aoi <- system.file("extdata", "shell_beach_protected_area_41057_B.gpkg",
#' package = "mapme.biodiversity"
#' ) %>%
#' read_sf() %>%
#' get_resources(get_global_surface_water_recurrence()) %>%
#' calc_indicators(
#' calc_gsw_recurrence(engine = "extract", min_recurrence = 10)
#' ) %>%
#' portfolio_long()
#'
#' aoi
#' }
calc_gsw_recurrence <- function(engine = "extract", min_recurrence = NULL) {
engine <- check_engine(engine)
stopifnot(
!is.null(min_recurrence),
!is.na(min_recurrence),
is.numeric(min_recurrence),
min_recurrence >= 0 & min_recurrence <= 100
)
function(x,
global_surface_water_recurrence = NULL,
name = "gsw_recurrence",
mode = "asset",
aggregation = "sum",
verbose = mapme_options()[["verbose"]]) {
if (is.null(global_surface_water_recurrence)) {
return(NULL)
}
rcl <- matrix(
c(min_recurrence, 100, 1),
ncol = 3
)
global_surface_water_recurrence <- terra::classify(
x = global_surface_water_recurrence,
rcl = rcl,
include.lowest = TRUE,
right = NA,
others = NA
)
global_surface_water_recurrence <- terra::cellSize(
global_surface_water_recurrence,
mask = TRUE,
unit = "ha"
)
results <- select_engine(
x = x,
raster = global_surface_water_recurrence,
stats = "sum",
engine = engine,
name = "gsw_recurrence",
mode = "asset"
)
results %>%
tidyr::pivot_longer(cols = dplyr::everything(), names_to = "variable") %>%
dplyr::mutate(
variable = "gsw_recurrence",
datetime = as.POSIXct("2021-01-01T00:00:00Z"),
unit = "ha"
) %>%
dplyr::select(datetime, variable, unit, value)
}
}
register_indicator(
name = "gsw_recurrence",
description = "Areal statistic of surface water based on recurrence threshold",
resources = "global_surface_water_recurrence"
)
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