POTt {UKFE} | R Documentation |
Peaks over threshold (POT) data extraction (quick)
Description
Extracts independent peaks over a threshold from a sample, using time as the independence criteria.
Usage
POTt(
x,
threshold = 0.975,
div,
Plot = TRUE,
PlotType = "l",
main = "Peaks over threhsold",
ylab = "Magnitude",
xlab = "Time"
)
Arguments
x |
either a numeric vector or dataframe with date (or POSIXct) in the first column and hydrological variable in the second |
threshold |
user chosen threshold. Default is 0.975 |
div |
number of time steps between peaks to ensure independence. |
Plot |
logical argument with a default of TRUE. When TRUE, the full hydrograph with the peaks over the threshold highlighted is plotted |
PlotType |
Type of plot with a default of "l" for line graph. For rainfall type "h" for bars could be used. |
main |
Title for the plot. Default is "Peaks over threshold" |
ylab |
Label (character) for the plot y axis. Default is "Magnitude" |
xlab |
Label (character) for the plot x axis. Default is "Time". |
Details
This provides a quicker option than the POTextract function - useful for very long time series'. It only has the option of time division to ensure independence between peaks. If the x argument is a numeric vector, the peaks will be extracted with no time information. x can instead be a data.frame with dates in the first column and the numeric vector in the second. In this latter case, the peaks will be time-stamped and a hydrograph, including POT, will be plotted by default.
Value
A data.frame with columns; Date and peak, with the option of a plot. Or a numeric vector of peaks is returned if only a numeric vector of the variable is input as x.
Author(s)
Anthony Hammond
Examples
#Extract POT data from Thames catchment daily rainfall 2000-10-01 to 2015-09-30 with
#div = 14 (14 days) and threshold = 0.975. Then display the first six rows
ThamesPPOT <- POTt(ThamesPQ[, c(1,2)], div = 14)
head(ThamesPPOT)
#Extract Thames rainfall POT from only the numeric vector of rainfall, with threshold
#set to 0.95 and div set to 14. Then display the first six rows
ThamesPPOT <- POTt(ThamesPQ[, 2], threshold = 0.95, div = 14)
head(ThamesPPOT)