/* * Copyright (C) 2005-2019 Centre National d'Etudes Spatiales (CNES) * Copyright (C) 2007-2012 Institut Mines Telecom / Telecom Bretagne * * This file is part of Orfeo Toolbox * * https://www.orfeo-toolbox.org/ * * 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. */ #ifndef otbSOMLearningBehaviorFunctor_h #define otbSOMLearningBehaviorFunctor_h namespace otb { namespace Functor { /** \class SOMLearningBehaviorFunctor * \brief Classical Beta behavior over SOM training phase * * This class implements an standard evolution of the \f$ \beta \f$ weightening * coefficient over the SOM training. * * \f[ \beta = \beta_0 + \left( \beta_{\textrm{end}} - \beta_0 \right) \frac{t}{t_{\textrm{end}}} \f] * * \sa SOM * * \ingroup OTBSOM */ class SOMLearningBehaviorFunctor { public: /** Empty constructor / descructor */ SOMLearningBehaviorFunctor() { } virtual ~SOMLearningBehaviorFunctor() { } /** Functor */ virtual double operator()(unsigned int currentIteration, unsigned int numberOfIterations, double betaInit, double betaEnd) const { return betaInit + (betaEnd - betaInit) * static_cast(currentIteration) / static_cast(numberOfIterations); } }; // end of class SOMLearningBehaviorFunctor } // end namespace Functor } // end namespace otb #endif