camel3: Three-Hump Camel Function

In gek: Gradient-Enhanced Kriging

Three-Hump Camel Function

Description

The three-hump camel function is defined by

f_{\rm camel3}(x_1, x_2) = 2 x_1^2 - 1.05 x_1^4 + \frac{x_1^6}{6} + x_1 x_2 + x_2^2

with x_1, x_2 \in [-5, 5].

Usage

camel3(x)
camel3Grad(x)

Arguments

x	a numeric vector of length 2 or a numeric matrix with n rows and 2 columns.

Details

The gradient of the three-hump camel function is

\nabla f_{\rm camel3}(x_1, x_2) = \begin{pmatrix} 4 x_1 - 4.2 x_1^3 + x_1^5 + x_2 \\ x_1 + 2 x_2 \end{pmatrix}.

The three-hump camel function has one global minimum f_{\rm camel3}(x^{\star}) = 0 at x^{\star} = (0, 0).

Value

camel3 returns the function value of the three-hump camel function at x.

camel3Grad returns the gradient of the three-hump camel function at x.

Author(s)

Carmen van Meegen

References

Jamil, M. and Yang, X.-S. (2013). A Literature Survey of Benchmark Functions for Global Optimization Problems. International Journal of Mathematical Modelling and Numerical Optimisation, 4(2):150-–194. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1504/IJMMNO.2013.055204")}.

Surjanovic, S. and Bingham, D. (2013). Virtual Library of Simulation Experiments: Test Functions and Datasets. https://www.sfu.ca/~ssurjano/ (retrieved January 19, 2024).

Examples

# Contour plot of three-hump camel function 
n.grid <- 50
x1 <- x2 <- seq(-2, 2, length.out = n.grid)
y <- outer(x1, x2, function(x1, x2) camel3(cbind(x1, x2)))
contour(x1, x2, y, xaxs = "i", yaxs = "i", nlevels = 25, xlab = "x1", ylab = "x2")

# Perspective plot of three-hump camel function
col.pal <- colorRampPalette(c("#00007F", "blue", "#007FFF", "cyan", "#7FFF7F", "yellow",
	"#FF7F00", "red", "#7F0000"))
colors <- col.pal(100)
y.facet.center <- (y[-1, -1] + y[-1, -n.grid] + y[-n.grid, -1] + y[-n.grid, -n.grid])/4
y.facet.range <- cut(y.facet.center, 100)
persp(x1, x2, y, phi = 30, theta = -315, expand = 0.75, ticktype = "detailed", 
	col = colors[y.facet.range])

gek documentation built on April 4, 2025, 12:35 a.m.