# LZ2 test function generator.
generateLZ2 = function(in.dim = 30L, out.dim = 2L) {
param.set = makeNumericParamSet(id = "x", len = in.dim,
lower = c(0, rep(-1, in.dim -1)), upper = 1)
paretoSet = function(n = out.dim * 100L) {
des = generateDesign(par.set = param.set, n = n)
des = des[order(des[, 1L]), ]
rownames(des) = 1:nrow(des)
x1 = des[, 1L]
j = 2:in.dim
des[, -1L] = t(sapply(x1, function(x) sin(6 * pi * x + (j * pi) / in.dim)))
des
}
paretoFront = function(n = out.dim * 100L) {
f1 = runif(n)
f2 = 1 - sqrt(f1)
des = cbind(f1, f2)
des = des[order(des[, 1L]), ]
rownames(des) = 1:nrow(des)
as.data.frame(des)
}
mooFunction(
name = "lz2",
id = sprintf("lz2-%id-%id", in.dim, out.dim),
fun = lz2,
in.dim = in.dim,
out.dim = out.dim,
param.set = param.set,
paretoSet = paretoSet,
paretoFront = paretoFront)
}
# Definiton of lz2
lz2 = function(x) {
j = 2:length(x)
j1 = j[j %% 2 == 1L]
j2 = j[j %% 2 == 0L]
f1 = x[1L] + 2 / length(j1) *
sum((x[j1] - sin(6 * pi * x[1L] + (j1 * pi) / length(x)))^2)
f2 = 1 - sqrt(x[1L]) + 2 / length(j2) *
sum((x[j2] - sin(6 * pi * x[1L] + (j2 * pi) / length(x)))^2)
return(c(f1, f2))
}
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