makeModifiedRastriginFunction: Rastrigin Function

In jakobbossek/smoof: Single and Multi-Objective Optimization Test Functions

Rastrigin Function

Description

A modified version of the Rastrigin function following the formula:

f(\mathbf{x}) = \sum_{i=1}^{n} 10\left(1 + \cos(2\pi k_i \mathbf{x}_i)\right) + 2 k_i \mathbf{x}_i^2.

The box-constraints are given by \mathbf{x}_i \in [0, 1] for i = 1, \ldots, n and k is a numerical vector. Deb et al. (see references) use, e.g., k = (2, 2, 3, 4) for n = 4. See the reference for details.

Usage

makeModifiedRastriginFunction(dimensions, k = rep(1, dimensions))

Arguments

dimensions	[integer(1)] Size of corresponding parameter space.
k	[numeric] Vector of numerical values of length dimensions. Default is rep(1, dimensions)

Value

An object of class SingleObjectiveFunction, representing the Rastrigin Function.

[smoof_single_objective_function]

References

Kalyanmoy Deb and Amit Saha. Multi-modal optimization using a bi- objective evolutionary algorithm. Evolutionary Computation, 20(1):27-62, 2012.

jakobbossek/smoof documentation built on Feb. 17, 2024, 2:23 a.m.