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minimum_cost <- function(a, alpha, beta, delta, gamma, tau, R) {
#' @title Computes the minimum cost function
#' @description Function that computes the minimal cost function for a given charging function (given by a, alpha and beta), an electricity price function (given by delta and gamma), a consumption tau and a range R
#' @param a vector with the breaking points of charging function in the x-axis
#' @param alpha vector with the slopes of the charging function on each segment
#' @param beta vector with the y-intercepts of the charging function on each segment
#' @param delta vector with the times duration of each segment of electricity price function
#' @param gamma vector with the prices of the electricity on each segment of electricity price function
#' @param tau consumption of the vehicle (numerical value)
#' @param R range of the vehicle (numerical value)
#' @return list with the x-values and y-values of the minimum cost function
#' @examples
#' a <- c(0,3.3,6.6,10)
#' alpha <- c(0.1757576, 0.07272727, 0.05294118)
#' beta <- c(0, 0.34, 0.4705882)
#' delta <- c(4, 3, 5)
#' gamma <- c(0.45, 0.25, 0.5)
#' tau <- 0.15
#' R <- 250
#' opt_cost_function = minimum_cost(a, alpha, beta, delta, gamma, tau, R)
#' print(opt_cost_function)
B <- length(alpha)
P <- length(gamma)
SoC <- function(x){
if (x >= a[B+1]){
return(1)
}
for (i in 1:(B+1)){
if (x < a[i]){
return (alpha[i-1]*x+beta[i-1])
}
}
}
w <- rep(0, P)
barT <- rep(0, P)
xvalues <- c(0)
yvalues <- c(0)
C <- 0
while (SoC(barT[P]) < 1){
phi <- rep(1e10, P)
eps <- a[B+1]-barT[P]
for (p in 1:P){
if (w[p] < delta[p]){
min_ab <- 1e10
for (b in 1:(B+1)){
if (a[b] > barT[p] && a[b] < min_ab){
min_ab <- a[b]
}
}
if (min_ab-barT[p] < eps){
eps <- min_ab-barT[p]
}
}
}
for (p in 1:P){
if (w[p] < delta[p]){
phi[p] <- tau*R*gamma[p]*(SoC(barT[p]+eps)-SoC(barT[p]))
for (p2 in 1:P){
if (p2 > p){
phi[p] <- phi[p] + tau*R*gamma[p2]*((SoC(barT[p2]+eps)-SoC(barT[p2]))-(SoC(barT[p2-1]+eps)-SoC(barT[p2-1])))
}
}
}
}
pstar <- which.min(phi)
eps <- min(delta[pstar]-w[pstar], eps)
C <- C + tau*R*gamma[pstar]*(SoC(barT[pstar]+eps)-SoC(barT[pstar]))
w[pstar] <- w[pstar] + eps
barT[pstar] <- barT[pstar] + eps
for (p in 1:P){
if (p > pstar){
barT[p] <- barT[p] + eps
C <- C + tau*R*gamma[p]*((SoC(barT[p])-SoC(barT[p]-eps))-(SoC(barT[p-1])-SoC(barT[p-1]-eps)))
}
}
xvalues <- c(xvalues, SoC(barT[P]))
yvalues <- c(yvalues, C)
}
return(list(xvalues = xvalues, yvalues = yvalues))
}
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