/* * Encog(tm) Core v3.4 - Java Version * http://www.heatonresearch.com/encog/ * https://github.com/encog/encog-java-core * Copyright 2008-2016 Heaton Research, Inc. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * * For more information on Heaton Research copyrights, licenses * and trademarks visit: * http://www.heatonresearch.com/copyright */ package org.encog.engine.network.activation; import org.encog.mathutil.BoundMath; import org.encog.ml.factory.MLActivationFactory; import org.encog.util.obj.ActivationUtil; /** * An activation function based on the sin function, with a double period. * * This activation is typically part of a CPPN neural network, such as * HyperNEAT. * * The idea for this activation function was developed by Ken Stanley, of * the University of Texas at Austin. * http://www.cs.ucf.edu/~kstanley/ * * @author jheaton */ public class ActivationSIN implements ActivationFunction { /** * */ private static final long serialVersionUID = 5301501177778271284L; /** * Construct the sin activation function. */ public ActivationSIN() { this.params = new double[0]; } /** * The parameters. */ private double[] params; /** * @return The object cloned; */ @Override public final ActivationFunction clone() { return new ActivationSIN(); } /** * @return Return true, sin has a derivative. */ @Override public final boolean hasDerivative() { return true; } /** * {@inheritDoc} */ @Override public final void activationFunction(final double[] x, final int start, final int size) { for (int i = start; i < start + size; i++) { x[i] = BoundMath.sin(2.0*x[i]); } } /** * {@inheritDoc} */ @Override public final double derivativeFunction(final double b, final double a) { return BoundMath.cos(2.0*b); } /** * {@inheritDoc} */ @Override public final String[] getParamNames() { final String[] result = {}; return result; } /** * {@inheritDoc} */ @Override public final double[] getParams() { return this.params; } /** * {@inheritDoc} */ @Override public final void setParam(final int index, final double value) { this.params[index] = value; } /** * {@inheritDoc} */ @Override public String getFactoryCode() { return ActivationUtil.generateActivationFactory(MLActivationFactory.AF_SIN, this); } @Override public String getLabel() { return "sin"; } }