Example: slam_range_only_localization_rej_sampling_example

C++ example source code:

/* +------------------------------------------------------------------------+
   |                     Mobile Robot Programming Toolkit (MRPT)            |
   |                          https://www.mrpt.org/                         |
   |                                                                        |
   | Copyright (c) 2005-2024, Individual contributors, see AUTHORS file     |
   | See: https://www.mrpt.org/Authors - All rights reserved.               |
   | Released under BSD License. See: https://www.mrpt.org/License          |
   +------------------------------------------------------------------------+ */

#include <mrpt/config/CConfigFile.h>
#include <mrpt/maps/CLandmarksMap.h>
#include <mrpt/maps/CMultiMetricMap.h>
#include <mrpt/obs/CObservationBeaconRanges.h>
#include <mrpt/random.h>
#include <mrpt/slam/CRejectionSamplingRangeOnlyLocalization.h>
#include <mrpt/system/CTicTac.h>
#include <mrpt/system/os.h>

#include <iostream>

using namespace mrpt;
using namespace mrpt::slam;
using namespace mrpt::maps;
using namespace mrpt::system;
using namespace mrpt::random;
using namespace mrpt::poses;
using namespace mrpt::config;
using namespace std;

float SIGMA = 0.03f;

// ------------------------------------------------------
//              TestRS
// ------------------------------------------------------
void TestRS()
{
  getRandomGenerator().randomize();

  // Load the map:
  CMultiMetricMap map;
  mrpt::maps::TSetOfMetricMapInitializers mapInit;
  mapInit.loadFromConfigFile(CConfigFile("_demo_map.ini"), "MetricMap");
  map.setListOfMaps(mapInit);

  // Create a dummy observation:
  mrpt::obs::CObservationBeaconRanges obs;
  mrpt::obs::CObservationBeaconRanges::TMeasurement meas;
  obs.stdError = SIGMA;

  meas.beaconID = 0;
  meas.sensedDistance = 2.1f;
  meas.sensorLocationOnRobot = CPoint3D(0, 0, 0);
  obs.sensedData.push_back(meas);

  meas.beaconID = 1;
  meas.sensedDistance = 3.1f;
  meas.sensorLocationOnRobot = CPoint3D(0, 0, 0);
  obs.sensedData.push_back(meas);

  meas.beaconID = 2;
  meas.sensedDistance = 1.1f;
  meas.sensorLocationOnRobot = CPoint3D(0, 0, 0);
  //    obs.sensedData.push_back( meas );

  // Rejection Sampling:
  CRejectionSamplingRangeOnlyLocalization RS;
  vector<CRejectionSamplingRangeOnlyLocalization::TParticle> samples;
  CTicTac tictac;

  // Set data:
  auto lmMap = map.mapByClass<CLandmarksMap>();
  ASSERT_(lmMap);

  printf("Preparing...");
  tictac.Tic();
  CPose2D dumPose(0, 0, 0);
  RS.setParams(*lmMap, obs, SIGMA, dumPose);
  printf("Ok! %fms\n", 1000 * tictac.Tac());

  printf("Computing...");
  tictac.Tic();
  RS.rejectionSampling(1000, samples, 1000);
  printf("Ok! %fms\n", 1000 * tictac.Tac());

  FILE* f = os::fopen("_out_samples.txt", "wt");
  vector<CRejectionSamplingRangeOnlyLocalization::TParticle>::iterator it;
  for (it = samples.begin(); it != samples.end(); it++)
    os::fprintf(f, "%f %f %f %e\n", it->d->x(), it->d->y(), it->d->phi(), it->log_w);

  os::fclose(f);
}

// ------------------------------------------------------
//                      MAIN
// ------------------------------------------------------
int main()
{
  try
  {
    TestRS();

    return 0;
  }
  catch (exception& e)
  {
    std::cerr << "MRPT error: " << mrpt::exception_to_str(e) << std::endl;
    return -1;
  }
  catch (...)
  {
    printf("Untyped excepcion!!");
    return -1;
  }
}