/* Copyright 2009-2015 David Hadka * * This file is part of the MOEA Framework. * * The MOEA Framework is free software: you can redistribute it and/or modify * it under the terms of the GNU Lesser General Public License as published by * the Free Software Foundation, either version 3 of the License, or (at your * option) any later version. * * The MOEA Framework is distributed in the hope that it will be useful, but * WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY * or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public * License for more details. * * You should have received a copy of the GNU Lesser General Public License * along with the MOEA Framework. If not, see <http://www.gnu.org/licenses/>. */ package org.moeaframework.problem.WFG; /* This code is based on the Walking Fish Group implementation. * * Copyright 2005 The Walking Fish Group (WFG). * * This material is provided "as is", with no warranty expressed or implied. * Any use is at your own risk. Permission to use or copy this software for * any purpose is hereby granted without fee, provided this notice is * retained on all copies. Permission to modify the code and to distribute * modified code is granted, provided a notice that the code was modified is * included with the above copyright notice. * * http://www.wfg.csse.uwa.edu.au/ */ class ShapeFunctions { /** * Private constructor to prevent instantiation. */ private ShapeFunctions() { super(); } // True if all elements of "x" are in [0,1], and m is in [1, x.length] public static boolean shape_args_ok(double[] x, int m) { return Misc.vector_in_01(x) && (m >= 1) && (m <= x.length); } public static double linear(double[] x, int m) { assert shape_args_ok(x, m); int M = x.length; double result = 1.0; for (int i = 1; i <= M - m; i++) { result *= x[i - 1]; } if (m != 1) { result *= 1 - x[M - m]; } return Misc.correct_to_01(result); } public static double convex(double[] x, int m) { assert shape_args_ok(x, m); int M = x.length; double result = 1.0; for (int i = 1; i <= M - m; i++) { result *= 1.0 - Math.cos(x[i - 1] * Math.PI / 2.0); } if (m != 1) { result *= 1.0 - Math.sin(x[M - m] * Math.PI / 2.0); } return Misc.correct_to_01(result); } public static double concave(double[] x, int m) { assert shape_args_ok(x, m); int M = x.length; double result = 1.0; for (int i = 1; i <= M - m; i++) { result *= Math.sin(x[i - 1] * Math.PI / 2.0); } if (m != 1) { result *= Math.cos(x[M - m] * Math.PI / 2.0); } return Misc.correct_to_01(result); } public static double mixed(double[] x, int A, double alpha) { assert Misc.vector_in_01(x); assert x.length != 0; assert A >= 1; assert alpha > 0.0; double tmp = 2.0 * A * Math.PI; return Misc.correct_to_01(Math.pow(1.0 - x[0] - Math.cos(tmp * x[0] + Math.PI / 2.0) / tmp, alpha)); } public static double disc(double[] x, int A, double alpha, double beta) { assert Misc.vector_in_01(x); assert x.length != 0; assert A >= 1; assert alpha > 0.0; assert beta > 0.0; double tmp = A * Math.pow(x[0], beta) * Math.PI; return Misc.correct_to_01(1.0 - Math.pow(x[0], alpha) * Math.pow(Math.cos(tmp), 2.0)); } }