// *=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=* // ** Copyright UCAR (c) 1990 - 2016 // ** University Corporation for Atmospheric Research (UCAR) // ** National Center for Atmospheric Research (NCAR) // ** Boulder, Colorado, USA // ** BSD licence applies - redistribution and use in source and binary // ** forms, with or without modification, are permitted provided that // ** the following conditions are met: // ** 1) If the software is modified to produce derivative works, // ** such modified software should be clearly marked, so as not // ** to confuse it with the version available from UCAR. // ** 2) Redistributions of source code must retain the above copyright // ** notice, this list of conditions and the following disclaimer. // ** 3) Redistributions in binary form must reproduce the above copyright // ** notice, this list of conditions and the following disclaimer in the // ** documentation and/or other materials provided with the distribution. // ** 4) Neither the name of UCAR nor the names of its contributors, // ** if any, may be used to endorse or promote products derived from // ** this software without specific prior written permission. // ** DISCLAIMER: THIS SOFTWARE IS PROVIDED "AS IS" AND WITHOUT ANY EXPRESS // ** OR IMPLIED WARRANTIES, INCLUDING, WITHOUT LIMITATION, THE IMPLIED // ** WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. // *=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=* /////////////////////////////////////////////////////////////// // DistNorm.cc // // Normal distributions // // Mike Dixon, EOL, NCAR, P.O.Box 3000, Boulder, CO, 80307-3000, USA // // June 2018 // /////////////////////////////////////////////////////////////// #include <rapmath/DistNormal.hh> #include <iostream> //////////////////////////////////////////////////// // constructor DistNormal::DistNormal() : Distribution() { } //////////////////////////////////////////////////// // destructor DistNormal::~DistNormal() { } //////////////////////////////////////////////////// // perform a fit int DistNormal::performFit() { if (std::isnan(_histMin)) { computeHistogram(); } _histPdf.clear(); computeSdev(); if (_nVals < 2) { return -1; } _median = _mean; _mode = _mean; for (size_t jj = 0; jj < _histNBins; jj++) { double xx = _histMin + jj * _histDelta; _histPdf.push_back(getPdf(xx)); } _pdfAvail = true; computeHistCdf(); return 0; } //////////////////////////////////////////////////// // get the pdf value for a given x // a fit must have been performed double DistNormal::getPdf(double xx) { double aa = (xx - _mean) / _sdev; double pdf = exp(-0.5 * aa * aa) / (_sdev * sqrt2Pi); return pdf; } //////////////////////////////////////////////////// // get the cdf value for a given x // a fit must have been performed double DistNormal::getCdf(double xx) { double aa = (xx - _mean) / _sdev; double bb = erf(aa / sqrt2); double cdf = (1.0 + bb) * 0.5; return cdf; }