/* fuzzylite (R), a fuzzy logic control library in C++. Copyright (C) 2010-2017 FuzzyLite Limited. All rights reserved. Author: Juan Rada-Vilela, Ph.D. This file is part of fuzzylite. fuzzylite is free software: you can redistribute it and/or modify it under the terms of the FuzzyLite License included with the software. You should have received a copy of the FuzzyLite License along with fuzzylite. If not, see . fuzzylite is a registered trademark of FuzzyLite Limited. */ #include "fl/term/Sigmoid.h" namespace fl { Sigmoid::Sigmoid(const std::string& name, scalar inflection, scalar slope, scalar height) : Term(name, height), _inflection(inflection), _slope(slope) { } Sigmoid::~Sigmoid() { } std::string Sigmoid::className() const { return "Sigmoid"; } Complexity Sigmoid::complexity() const { return Complexity().comparison(1).arithmetic(1 + 4).function(1); } scalar Sigmoid::membership(scalar x) const { if (Op::isNaN(x)) return fl::nan; return Term::_height * 1.0 / (1.0 + std::exp(-_slope * (x - _inflection))); } scalar Sigmoid::tsukamoto(scalar activationDegree, scalar minimum, scalar maximum) const { scalar w = activationDegree; scalar z = fl::nan; if (Op::isEq(w, 1.0)) { if (Op::isGE(_slope, 0.0)) { z = maximum; } else { z = minimum; } } else if (Op::isEq(w, 0.0)) { if (Op::isGE(_slope, 0.0)) { z = minimum; } else { z = maximum; } } else { scalar a = _slope; scalar b = _inflection; z = b + (std::log(1.0 / w - 1.0) / -a); } return z; } bool Sigmoid::isMonotonic() const { return true; } std::string Sigmoid::parameters() const { return Op::join(2, " ", _inflection, _slope) + (not Op::isEq(getHeight(), 1.0) ? " " + Op::str(getHeight()) : ""); } void Sigmoid::configure(const std::string& parameters) { if (parameters.empty()) return; std::vector values = Op::split(parameters, " "); std::size_t required = 2; if (values.size() < required) { std::ostringstream ex; ex << "[configuration error] term <" << className() << ">" << " requires <" << required << "> parameters"; throw Exception(ex.str(), FL_AT); } setInflection(Op::toScalar(values.at(0))); setSlope(Op::toScalar(values.at(1))); if (values.size() > required) setHeight(Op::toScalar(values.at(required))); } void Sigmoid::setSlope(scalar a) { this->_slope = a; } scalar Sigmoid::getSlope() const { return this->_slope; } void Sigmoid::setInflection(scalar c) { this->_inflection = c; } scalar Sigmoid::getInflection() const { return this->_inflection; } Sigmoid::Direction Sigmoid::direction() const { if (not Op::isFinite(_slope) or Op::isEq(_slope, 0.0)) return Zero; if (Op::isGt(_slope, 0.0)) return Positive; return Negative; } Sigmoid* Sigmoid::clone() const { return new Sigmoid(*this); } Term* Sigmoid::constructor() { return new Sigmoid; } }