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470b2818
Calibration_Michel <- function(InputsModel, RunOptions, InputsCrit, CalibOptions,
FUN_MOD, FUN_CRIT, FUN_TRANSFO = NULL, verbose = TRUE) {
##_____Arguments_check_____________________________________________________________________
if (!inherits(InputsModel, "InputsModel")) {
stop("InputsModel must be of class 'InputsModel'")
}
if (!inherits(RunOptions, "RunOptions")) {
stop("RunOptions must be of class 'RunOptions'")
}
if (!inherits(InputsCrit, "InputsCrit")) {
stop("InputsCrit must be of class 'InputsCrit'")
}
if (inherits(InputsCrit, "Multi")) {
stop("InputsCrit must be of class 'Single' or 'Compo'")
}
if (inherits(InputsCrit, "Compo") & "SCA" %in% sapply(InputsCrit, "[[", "varObs") & !"Gratio" %in% RunOptions$Outputs_Cal) {
warning("Missing 'Gratio' is automatically added to 'Output_Cal' in 'RunOptions' as it is necessary in the objective function for comparison with SCA")
RunOptions$Outputs_Cal <- c(RunOptions$Outputs_Cal, "Gratio")
}
if (inherits(InputsCrit, "Compo") & "SWE" %in% sapply(InputsCrit, "[[", "varObs") & !"SnowPack" %in% RunOptions$Outputs_Cal) {
warning("Missing 'SnowPack' is automatically added to 'Output_Cal' in 'RunOptions' as it is necessary in the objective function for comparison with SWE")
RunOptions$Outputs_Cal <- c(RunOptions$Outputs_Cal, "SnowPack")
}
if (!inherits(CalibOptions, "CalibOptions")) {
stop("CalibOptions must be of class 'CalibOptions'")
}
if (!inherits(CalibOptions, "HBAN")) {
stop("CalibOptions must be of class 'HBAN' if Calibration_Michel is used")
}
if (!missing(FUN_CRIT)) {
warning("argument 'FUN_CRIT' is deprecated. The error criterion function is now automatically get from the 'InputsCrit' object")
}
##_check_FUN_TRANSFO
if (is.null(FUN_TRANSFO)) {
if (identical(FUN_MOD, RunModel_GR4H )) {
FUN_TRANSFO <- TransfoParam_GR4H
}
if (identical(FUN_MOD, RunModel_GR4J )) {
FUN_TRANSFO <- TransfoParam_GR4J
}
if (identical(FUN_MOD, RunModel_GR5J )) {
FUN_TRANSFO <- TransfoParam_GR5J
}
if (identical(FUN_MOD, RunModel_GR6J )) {
FUN_TRANSFO <- TransfoParam_GR6J
}
if (identical(FUN_MOD, RunModel_GR2M )) {
FUN_TRANSFO <- TransfoParam_GR2M
}
if (identical(FUN_MOD, RunModel_GR1A )) {
FUN_TRANSFO <- TransfoParam_GR1A
}
if (identical(FUN_MOD, RunModel_CemaNeige )) {
if (inherits(FUN_MOD, "hysteresis")) {
FUN_TRANSFO <- TransfoParam_CemaNeigeHyst
} else {
FUN_TRANSFO <- TransfoParam_CemaNeige
}
}
if (identical(FUN_MOD, RunModel_CemaNeigeGR4J) | identical(FUN_MOD, RunModel_CemaNeigeGR5J) | identical(FUN_MOD, RunModel_CemaNeigeGR6J)) {
if (identical(FUN_MOD, RunModel_CemaNeigeGR4J)) {
FUN1 <- TransfoParam_GR4J
}
if (identical(FUN_MOD, RunModel_CemaNeigeGR5J)) {
FUN1 <- TransfoParam_GR5J
}
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if (identical(FUN_MOD, RunModel_CemaNeigeGR6J)) {
FUN1 <- TransfoParam_GR6J
}
if (inherits(FUN_MOD, "hysteresis")) {
FUN2 <- TransfoParam_CemaNeigeHyst
} else {
FUN2 <- TransfoParam_CemaNeige
}
FUN_TRANSFO <- function(ParamIn, Direction) {
Bool <- is.matrix(ParamIn)
if (Bool == FALSE) {
ParamIn <- rbind(ParamIn)
}
ParamOut <- NA * ParamIn
NParam <- ncol(ParamIn)
ParamOut[, 1:(NParam-2)] <- FUN1(ParamIn[, 1:(NParam-2)], Direction)
ParamOut[, (NParam-1):NParam ] <- FUN2(ParamIn[, (NParam-1):NParam ], Direction)
if (Bool == FALSE) {
ParamOut <- ParamOut[1, ]
}
return(ParamOut)
}
}
if (is.null(FUN_TRANSFO)) {
stop("FUN_TRANSFO was not found (in Calibration function)")
}
}
##_variables_initialisation
ParamFinalR <- NULL
ParamFinalT <- NULL
CritFinal <- NULL
NRuns <- 0
NIter <- 0
if ("StartParamDistrib" %in% names(CalibOptions)) {
PrefilteringType <- 2
} else {
PrefilteringType <- 1
}
if (PrefilteringType == 1) {
NParam <- ncol(CalibOptions$StartParamList)
}
if (PrefilteringType == 2) {
NParam <- ncol(CalibOptions$StartParamDistrib)
}
if (NParam > 20) {
stop("Calibration_Michel can handle a maximum of 20 parameters")
}
HistParamR <- matrix(NA, nrow = 500 * NParam, ncol = NParam)
HistParamT <- matrix(NA, nrow = 500 * NParam, ncol = NParam)
HistCrit <- matrix(NA, nrow = 500 * NParam, ncol = 1)
CritName <- NULL
CritBestValue <- NULL
Multiplier <- NULL
CritOptim <- +1e100
##_temporary_change_of_Outputs_Sim
RunOptions$Outputs_Sim <- RunOptions$Outputs_Cal ### this reduces the size of the matrix exchange with fortran and therefore speeds the calibration
##_____Parameter_Grid_Screening____________________________________________________________
##Definition_of_the_function_creating_all_possible_parameter_sets_from_different_values_for_each_parameter
ProposeCandidatesGrid <- function(DistribParam) {
NewCandidates <- expand.grid(lapply(seq_len(ncol(DistribParamR)), function(x) DistribParam[, x]))
NewCandidates <- unique(NewCandidates) # to avoid duplicates when a parameter is set
Output <- list(NewCandidates = NewCandidates)
}