addnoise.cpp

Go to the documentation of this file.

/*! \file
 * This program adds gaussian random noise to the impedance estimates taken
 * from infilename and writes a new ".mtt" file with the noisy data and updated error
 * information. The output file has the same name as the input file with ".ns" appended.
 * The noise level is the relative noise for real and imaginary parts of the impedance at
 * each frequency.
 */

#include <iostream>
#include <complex>
#include <ctime>
#include <cmath>
#include "MTStation.h"
#include "Util.h"
#include <boost/random/lagged_fibonacci.hpp>
#include <boost/random/normal_distribution.hpp>
#include <boost/random/variate_generator.hpp>

using namespace std;
using namespace gplib;

string version = "$Id: addnoise.cpp 1844 2010-04-12 11:34:25Z mmoorkamp $";

void AddNoise(std::complex<double> &impelement, double &noiseest,
    const double relativenoiselevel, const double absolutenoiselevel,
    boost::lagged_fibonacci607 &generator)
  {
    //save the original impedance element
    complex<double> oldimp(impelement);
    //determine the noise level for the real part
    double realnoiselevel = max(std::abs(impelement.real() * relativenoiselevel),
        absolutenoiselevel);
    //and the imaginary part
    double imagnoiselevel = max(std::abs(impelement.imag() * relativenoiselevel),
        absolutenoiselevel);
    //draw a sample from a normal distribution for the real part
    impelement = boost::variate_generator<boost::lagged_fibonacci607&,
    boost::normal_distribution<> >(generator, boost::normal_distribution<>(
        impelement.real(), realnoiselevel))();
    //and for the imaginary part
    impelement += complex<double> (0.0, 1.0)
        * boost::variate_generator<boost::lagged_fibonacci607&,
        boost::normal_distribution<> >(generator, boost::normal_distribution<>(
            oldimp.imag(), imagnoiselevel))();

    noiseest = max(relativenoiselevel * abs(oldimp), absolutenoiselevel);
  }

int main(int argc, char *argv[])
  {
    string infilename, outfilename;
    double relativenoiselevel, absolutenoiselevel;
    MTStation Data;
    boost::lagged_fibonacci607 generator(
        static_cast<unsigned int> (std::time(0)));
    complex<double> I(0.0, 1.0);
    cout << "This is addnoise: Add random noise to MT impedance estimates."
        << endl << endl;
    cout << " Usage: addnoise  infilename  noiselevel" << endl;
    cout
        << " The output files will have the same name as the input files + .ns "
        << endl << endl;
    cout << " This is Version: " << version << endl << endl;
    if (argc > 4)
      {
        infilename = argv[1];
        outfilename = argv[2];
        relativenoiselevel = atof(argv[3]);
        absolutenoiselevel = atof(argv[4]);
      }
    else
      {

        infilename = AskFilename("Infilename: ");
        cout << "Relative Noiselevel:";
        cin >> relativenoiselevel;
        cout << "Absolute noiselevel:";
        cin >> absolutenoiselevel;
        outfilename = infilename + ".ns";
      }

    Data.GetData(infilename);
    double zxxerr, zxyerr, zyxerr, zyyerr;
    for (unsigned int i = 0; i < Data.GetMTData().size(); ++i)
      {
        AddNoise(Data.SetMTData().at(i).SetZxx(), zxxerr, relativenoiselevel,
            absolutenoiselevel, generator);
        AddNoise(Data.SetMTData().at(i).SetZxy(), zxyerr, relativenoiselevel,
            absolutenoiselevel, generator);
        AddNoise(Data.SetMTData().at(i).SetZyx(), zyxerr, relativenoiselevel,
            absolutenoiselevel, generator);
        AddNoise(Data.SetMTData().at(i).SetZyy(), zyyerr, relativenoiselevel,
            absolutenoiselevel, generator);
        Data.SetMTData().at(i).SetErrors(zxxerr, zxyerr, zyxerr, zyyerr);
      }
    Data.WriteAsMtt(outfilename);
  }