#' Runoff loss percentages as used in Exposit 3
#'
#' A table of the loss percentages used in Exposit 3 for the twelve different Koc classes
#'
#' @name perc_runoff_exposit
#' @format A data frame with percentage values for the dissolved fraction and the fraction
#' bound to eroding particles, with Koc classes used as row names
#' \describe{
#' \item{Koc_lower_bound}{The lower bound of the Koc class}
#' \item{dissolved}{The percentage of the applied substance transferred to an
#' adjacent water body in the dissolved phase}
#' \item{bound}{The percentage of the applied substance transferred to an
#' adjacent water body bound to eroding particles}
#' }
#' @source Excel 3.02 spreadsheet available from
#' \url{https://www.bvl.bund.de/SharedDocs/Downloads/04_Pflanzenschutzmittel/zul_umwelt_exposit.html}
#' @docType data
#' @examples
#' print(perc_runoff_exposit)
"perc_runoff_exposit"
#' Runoff reduction percentages as used in Exposit
#'
#' A table of the runoff reduction percentages used in Exposit 3 for different vegetated buffer widths
#'
#' @name perc_runoff_reduction_exposit
#' @format A named list of data frames with reduction percentage values for the
#' dissolved fraction and the fraction bound to eroding particles, with
#' vegetated buffer widths as row names. The names of the list items are the Exposit versions
#' from which the values were taken.
#' \describe{
#' \item{dissolved}{The reduction percentage for the dissolved phase}
#' \item{bound}{The reduction percentage for the particulate phase}
#' }
#' @source Excel 3.02 spreadsheet available from
#' \url{https://www.bvl.bund.de/SharedDocs/Downloads/04_Pflanzenschutzmittel/zul_umwelt_exposit.html}
#'
#' Agroscope version 3.01a with additional runoff factors for 3 m and 6 m buffer zones received from Muris Korkaric (not published).
#' The variant 3.01a2 was introduced for consistency with previous calculations performed by Agroscope for a 3 m buffer zone.
#' @docType data
#' @examples
#' print(perc_runoff_reduction_exposit)
"perc_runoff_reduction_exposit"
#' Calculate PEC surface water due to runoff and erosion as in Exposit 3
#'
#' This is a reimplementation of the calculation described in the Exposit 3.02 spreadsheet file,
#' in the worksheet "Konzept Runoff".
#'
#' @param rate The application rate in g/ha
#' @param interception The fraction intercepted by the crop
#' @param Koc The sorption coefficient to soil organic carbon
#' @param DT50 The soil half-life in days
#' @param t_runoff The time between application and the runoff event, where degradation occurs, in days
#' @param exposit_reduction_version The version of the reduction factors to be used. "3.02" is the current
#' version used in Germany, "3.01a" is the version with additional percentages for 3 m and 6 m buffer
#' zones used in Switzerland. "3.01a2" is a version introduced for consistency with previous calculations
#' performed for a 3 m buffer zone in Switzerland, with the same reduction being applied to the dissolved
#' and the bound fraction.
#' @param V_ditch The volume of the ditch is assumed to be 1 m * 100 m * 30 cm = 30 m3
#' @param V_event The unreduced runoff volume, equivalent to 10 mm precipitation on 1 ha
#' @param dilution The dilution factor
#' @return A list containing the following components
#' \describe{
#' \item{perc_runoff}{The runoff percentages for dissolved and bound substance}
#' \item{runoff}{A matrix containing dissolved and bound input for the different distances}
#' \item{PEC_sw_runoff}{A matrix containing PEC values for dissolved and bound substance
#' for the different distances. If the rate was given in g/ha, the PECsw are in microg/L.}
#' }
#' @export
#' @source Excel 3.02 spreadsheet available from
#' \url{https://www.bvl.bund.de/SharedDocs/Downloads/04_Pflanzenschutzmittel/zul_umwelt_exposit.html}
#' @seealso \code{\link{perc_runoff_exposit}} for runoff loss percentages and \code{\link{perc_runoff_reduction_exposit}} for runoff reduction percentages used
#' @examples
#' PEC_sw_exposit_runoff(500, Koc = 150)
#' PEC_sw_exposit_runoff(600, Koc = 10000, DT50 = 195, exposit = "3.01a")
PEC_sw_exposit_runoff <- function(rate, interception = 0, Koc, DT50 = Inf, t_runoff = 3,
exposit_reduction_version = c("3.02", "3.01a", "3.01a2", "2.0"),
V_ditch = 30, V_event = 100, dilution = 2)
{
k_deg <- log(2)/DT50
input <- rate * (1 - interception) * 1 * exp(-k_deg * t_runoff) # assumes 1 ha treated area
if (length(Koc) > 1) stop("Only one compound at a time supported")
exposit_reduction_version <- match.arg(exposit_reduction_version)
red_water <- pfm::perc_runoff_reduction_exposit[[exposit_reduction_version]]["dissolved"] / 100
red_bound <- pfm::perc_runoff_reduction_exposit[[exposit_reduction_version]]["bound"] / 100
reduction_runoff <- pfm::perc_runoff_reduction_exposit[[exposit_reduction_version]] / 100
transfer_runoff <- 1 - reduction_runoff
V_runoff <- V_event * (1 - reduction_runoff[["dissolved"]]) # m3
V_flowing_ditch_runoff <- dilution * (V_ditch + V_runoff)
f_runoff_exposit <- function(Koc) {
Koc_breaks <- c(pfm::perc_runoff_exposit$Koc_lower_bound, Inf)
Koc_classes <- as.character(cut(Koc, Koc_breaks, labels = rownames(pfm::perc_runoff_exposit)))
perc_runoff <- pfm::perc_runoff_exposit[Koc_classes, c("dissolved", "bound")]
if (identical(Koc, 0)) perc_runoff <- c(dissolved = 0, bound = 0)
return(unlist(perc_runoff) / 100)
}
f_runoff <- f_runoff_exposit(Koc)
runoff_dissolved <- input * f_runoff["dissolved"] * transfer_runoff["dissolved"]
runoff_bound <- input * f_runoff["bound"] * transfer_runoff["bound"]
runoff_input <- cbind(runoff_dissolved, runoff_bound)
runoff_input$total <- runoff_input$dissolved + runoff_input$bound
PEC_sw_runoff <- 1000 * runoff_input / V_flowing_ditch_runoff
result <- list(
perc_runoff = 100 * f_runoff,
runoff = runoff_input,
PEC_sw_runoff = PEC_sw_runoff)
return(result)
}
#' Calculate PEC surface water due to drainage as in Exposit 3
#'
#' This is a reimplementation of the calculation described in the Exposit 3.02 spreadsheet file,
#' in the worksheet "Konzept Drainage". Although there are four groups of
#' compounds ("Gefährdungsgruppen"), only one distinction is made in the
#' calculations, between compounds with low mobility (group 1) and compounds
#' with modest to high mobility (groups 2, 3 and 4). In this implementation,
#' the group is derived only from the Koc, if not given explicitly. For
#' details, see the discussion of the function arguments below.
#'
#' @param rate The application rate in g/ha
#' @param interception The fraction intercepted by the crop
#' @param Koc The sorption coefficient to soil organic carbon used to determine the mobility. A trigger
#' value of 550 L/kg is used in order to decide if Koc >> 500.
#' @param mobility Overrides what is determined from the Koc.
#' @param DT50 The soil half-life in days
#' @param t_drainage The time between application and the drainage event, where degradation occurs, in days
#' @param V_ditch The volume of the ditch is assumed to be 1 m * 100 m * 30 cm = 30 m3
#' @param V_drainage The drainage volume, equivalent to 1 mm precipitation on 1 ha for spring/summer or 10 mm for
#' autumn/winter/early spring.
#' @param dilution The dilution factor
#' @return A list containing the following components
#' \describe{
#' \item{perc_drainage_total}{Gesamtaustrag (total fraction of the residue drained)}
#' \item{perc_peak}{Stoßbelastung (fraction drained at event)}
#' \item{PEC_sw_drainage}{A matrix containing PEC values for the spring and autumn
#' scenarios. If the rate was given in g/ha, the PECsw are in microg/L.}
#' }
#' @export
#' @source Excel 3.02 spreadsheet available from
#' \url{https://www.bvl.bund.de/SharedDocs/Downloads/04_Pflanzenschutzmittel/zul_umwelt_exposit.html}
#' @seealso \code{\link{perc_runoff_exposit}} for runoff loss percentages and \code{\link{perc_runoff_reduction_exposit}} for runoff reduction percentages used
#' @examples
#' PEC_sw_exposit_drainage(500, Koc = 150)
PEC_sw_exposit_drainage <- function(rate, interception = 0, Koc = NA, mobility = c(NA, "low", "high"), DT50 = Inf, t_drainage = 3,
V_ditch = 30, V_drainage = c(spring = 10, autumn = 100), dilution = 2)
{
# Rückstand zum Zeitpunkt des Niederschlagsereignisses (residue at the time of the drainage event)
k_deg <- log(2)/DT50
residue <- rate * (1 - interception) * 1 * exp(-k_deg * t_drainage) # assumes 1 ha treated area
mobility <- match.arg(mobility)
if (is.na(mobility)) {
if (is.na(Koc)) stop("Koc is needed if the mobility is not specified")
else {
if (Koc > 550) mobility = "low"
else mobility = "high"
}
}
V_ditch_drainage <- V_ditch + V_drainage
V_flowing_ditch_drainage <- dilution * V_ditch_drainage
# Gesamtaustrag (total fraction of the residue drained)
if (mobility == "low") {
f_drainage_total <- c(spring = 0.01 * 1e-2,
autumn = 0.05 * 1e-2)
} else {
f_drainage_total <- c(spring = 0.2 * 1e-2,
autumn = 1.0 * 1e-2)
}
f_peak = c(spring = 0.125, autumn = 0.25) # Stoßbelastung (fraction drained at event)
PEC_sw_drainage <- 1000 * residue * f_drainage_total * f_peak / V_flowing_ditch_drainage
result <- list(
perc_drainage_total = 100 * f_drainage_total,
perc_peak = 100 * f_peak,
PEC_sw_drainage = PEC_sw_drainage)
return(result)
}