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\encoding{UTF-8}
\name{Calibration}
\alias{Calibration}
\title{Calibration algorithm which optimises the error criterion selected as objective function using the provided functions}
\usage{
Calibration(InputsModel, RunOptions, InputsCrit, CalibOptions, FUN_MOD,
FUN_CRIT, FUN_CALIB = Calibration_Michel, FUN_TRANSFO = NULL,
verbose = TRUE)
}
\arguments{
\item{InputsModel}{[object of class \emph{InputsModel}] see \code{\link{CreateInputsModel}} for details}
\item{RunOptions}{[object of class \emph{RunOptions}] see \code{\link{CreateRunOptions}} for details}
\item{InputsCrit}{[object of class \emph{InputsCrit}] see \code{\link{CreateInputsCrit}} for details}
\item{CalibOptions}{[object of class \emph{CalibOptions}] see \code{\link{CreateCalibOptions}} for details}
\item{FUN_MOD}{[function] hydrological model function (e.g. \code{\link{RunModel_GR4J}}, \code{\link{RunModel_CemaNeigeGR4J}})}
\item{FUN_CRIT}{[function] error criterion function (e.g. \code{\link{ErrorCrit_RMSE}}, \code{\link{ErrorCrit_NSE}})}
\item{FUN_CALIB}{(optional) [function] calibration algorithm function (e.g. \code{\link{Calibration_Michel}}), \code{default = Calibration_Michel}}
\item{FUN_TRANSFO}{(optional) [function] model parameters transformation function, if the \code{FUN_MOD} used is native in the package \code{FUN_TRANSFO} is automatically defined}
\item{verbose}{(optional) [boolean] boolean indicating if the function is run in verbose mode or not, default = \code{TRUE}}
}
\value{
[list] see \code{\link{Calibration_Michel}}
}
\description{
Calibration algorithm which optimises the error criterion selected as objective function using the provided functions.
}
\examples{
library(airGR)
## loading catchment data
data(L0123001)
## preparation of InputsModel object
InputsModel <- CreateInputsModel(FUN_MOD = RunModel_GR4J, DatesR = BasinObs$DatesR,
Precip = BasinObs$P, PotEvap = BasinObs$E)
## calibration period selection
Ind_Run <- seq(which(format(BasinObs$DatesR, format = "\%d/\%m/\%Y \%H:\%M")=="01/01/1990 00:00"),
which(format(BasinObs$DatesR, format = "\%d/\%m/\%Y \%H:\%M")=="31/12/1999 00:00"))
## preparation of RunOptions object
RunOptions <- CreateRunOptions(FUN_MOD = RunModel_GR4J,
InputsModel = InputsModel, IndPeriod_Run = Ind_Run)
## calibration criterion: preparation of the InputsCrit object
InputsCrit <- CreateInputsCrit(FUN_CRIT = ErrorCrit_NSE, InputsModel = InputsModel,
RunOptions = RunOptions, Qobs = BasinObs$Qmm[Ind_Run])
## preparation of CalibOptions object
7172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111
CalibOptions <- CreateCalibOptions(FUN_MOD = RunModel_GR4J, FUN_CALIB = Calibration_Michel)
## calibration
OutputsCalib <- Calibration(InputsModel = InputsModel, RunOptions = RunOptions,
InputsCrit = InputsCrit, CalibOptions = CalibOptions,
FUN_MOD = RunModel_GR4J, FUN_CRIT = ErrorCrit_NSE,
FUN_CALIB = Calibration_Michel)
## simulation
Param <- OutputsCalib$ParamFinalR
OutputsModel <- RunModel(InputsModel = InputsModel, RunOptions = RunOptions,
Param = Param, FUN = RunModel_GR4J)
## results preview
plot(OutputsModel, Qobs = BasinObs$Qmm[Ind_Run])
## efficiency criterion: Nash-Sutcliffe Efficiency
InputsCrit <- CreateInputsCrit(FUN_CRIT = ErrorCrit_NSE, InputsModel = InputsModel,
RunOptions = RunOptions, Qobs = BasinObs$Qmm[Ind_Run])
OutputsCrit <- ErrorCrit_NSE(InputsCrit = InputsCrit, OutputsModel = OutputsModel)
## efficiency criterion: Kling-Gupta Efficiency
InputsCrit <- CreateInputsCrit(FUN_CRIT = ErrorCrit_KGE, InputsModel = InputsModel,
RunOptions = RunOptions, Qobs = BasinObs$Qmm[Ind_Run])
OutputsCrit <- ErrorCrit_KGE(InputsCrit = InputsCrit, OutputsModel = OutputsModel)
}
\author{
Laurent Coron
}
\seealso{
\code{\link{Calibration_Michel}},
\code{\link{ErrorCrit}}, \code{\link{TransfoParam}},
\code{\link{CreateInputsModel}}, \code{\link{CreateRunOptions}},
\code{\link{CreateInputsCrit}}, \code{\link{CreateCalibOptions}}.
}