Sprint 4

Instalación desde GIT-HUB.

devtools::install_github("Abraham1011/EEEA",
  auth_token = "****************************")

Ejemplo: Función Rastrigin

Optimización con EEEA

library(EEEA)
fun = function(x){
  value = sum(x^2 - 10*cos(2*pi*x) + 10)
  return(value)
}

d <- 2 #Dimemnsión
n <- 10 * d #Número de individuos
k0 <- 5 
k <- 1 
tolerance <- 0.01
lower <- rep(-10,d)
upper <- rep(10,d)
maxiter <- 150


resultado <- EDA.hist(fun, lower = lower,
                    upper = upper,n = n,
                    k = k, k0 = k0, tolerance = tolerance,
                    maxiter = maxiter)
resultado$sol

##             V1          V2
## 20 0.002287436 0.006437111

EDA.plot(resultado)

Exploración explicita

d <- 2 #Dimemnsión
n <- 10 * d #Número de individuos
k <- 10
tolerance <- 0.01
lower <- rep(-10,d)
upper <- rep(10,d)
maxiter <- 150
res <- ExplicitExploration(fun = fun, lower = lower, upper = upper,
                    n = n, k = k, tolerance = tolerance,
                    maxiter)
res$par

##               [,1]        [,2]
##  [1,]  0.001603384 -0.01149049
##  [2,]  0.062321099  0.89365532
##  [3,]  0.957389055  1.91934433
##  [4,] -1.899285824  0.85016083
##  [5,] -0.964809330 -3.03201484
##  [6,]  1.816197275 -0.10672452
##  [7,]  1.785034090 -0.07916139
##  [8,]  2.868310851  1.01022526
##  [9,] -2.974736090 -1.97034657
## [10,] -0.726450123 -0.08174165
## [11,] -0.733027770  1.07007000
## [12,]  3.024092466 -2.09580123
## [13,] -2.046973091  3.08555590
## [14,] -1.240121741 -1.92137256
## [15,] -0.033666785  4.00396199
## [16,] -0.340122171 -0.97536630
## [17,] -1.094165687  2.81664465
## [18,]  2.239324949  0.90403370
## [19,]  0.089542577 -0.64815775
## [20,] -1.248227870 -0.80201170