CMonteCarloLocalization2D.cpp

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/* +------------------------------------------------------------------------+
   |                     Mobile Robot Programming Toolkit (MRPT)            |
   |                          http://www.mrpt.org/                          |
   |                                                                        |
   | Copyright (c) 2005-2018, Individual contributors, see AUTHORS file     |
   | See: http://www.mrpt.org/Authors - All rights reserved.                |
   | Released under BSD License. See details in http://www.mrpt.org/License |
   +------------------------------------------------------------------------+ */
 
#include "slam-precomp.h"  // Precompiled headerss
 
#include <mrpt/slam/CMonteCarloLocalization2D.h>
 
#include <mrpt/system/CTicTac.h>
#include <mrpt/maps/COccupancyGridMap2D.h>
#include <mrpt/obs/CActionCollection.h>
#include <mrpt/obs/CSensoryFrame.h>
 
#include <mrpt/random.h>
 
#include <mrpt/slam/PF_aux_structs.h>
 
using namespace mrpt;
using namespace mrpt::bayes;
using namespace mrpt::poses;
using namespace mrpt::math;
using namespace mrpt::maps;
using namespace mrpt::obs;
using namespace mrpt::slam;
using namespace mrpt::random;
using namespace std;
 
#include <mrpt/slam/PF_implementations_data.h>
 
namespace mrpt::slam
{
/** Fills out a "TPoseBin2D" variable, given a path hypotesis and (if not set to
 * nullptr) a new pose appended at the end, using the KLD params in "options".
 */
template <>
void KLF_loadBinFromParticle(
    mrpt::slam::detail::TPoseBin2D& outBin, const TKLDParams& opts,
    const CMonteCarloLocalization2D::CParticleDataContent* currentParticleValue,
    const TPose3D* newPoseToBeInserted)
{
    // 2D pose approx: Use the latest pose only:
    if (newPoseToBeInserted)
    {
        outBin.x = round(newPoseToBeInserted->x / opts.KLD_binSize_XY);
        outBin.y = round(newPoseToBeInserted->y / opts.KLD_binSize_XY);
        outBin.phi = round(newPoseToBeInserted->yaw / opts.KLD_binSize_PHI);
    }
    else
    {
        ASSERT_(currentParticleValue);
        outBin.x = round(currentParticleValue->x / opts.KLD_binSize_XY);
        outBin.y = round(currentParticleValue->y / opts.KLD_binSize_XY);
        outBin.phi = round(currentParticleValue->phi / opts.KLD_binSize_PHI);
    }
}
}
 
#include <mrpt/slam/PF_implementations.h>
 
/*---------------------------------------------------------------
                ctor
 ---------------------------------------------------------------*/
// Passing a "this" pointer at this moment is not a problem since it will be NOT
// access until the object is fully initialized
CMonteCarloLocalization2D::CMonteCarloLocalization2D(size_t M)
    : CPosePDFParticles(M)
{
    this->setLoggerName("CMonteCarloLocalization2D");
}
 
CMonteCarloLocalization2D::~CMonteCarloLocalization2D() {}
TPose3D CMonteCarloLocalization2D::getLastPose(
    const size_t i, bool& is_valid_pose) const
{
    if (i >= m_particles.size())
        THROW_EXCEPTION("Particle index out of bounds!");
    is_valid_pose = true;
    return TPose3D(m_particles[i].d);
}
 
/*---------------------------------------------------------------
 
            prediction_and_update_pfStandardProposal
 
 ---------------------------------------------------------------*/
void CMonteCarloLocalization2D::prediction_and_update_pfStandardProposal(
    const mrpt::obs::CActionCollection* actions,
    const mrpt::obs::CSensoryFrame* sf,
    const bayes::CParticleFilter::TParticleFilterOptions& PF_options)
{
    MRPT_START
 
    if (sf)
    {  // A map MUST be supplied!
        ASSERT_(options.metricMap || options.metricMaps.size() > 0);
        if (!options.metricMap)
            ASSERT_(options.metricMaps.size() == m_particles.size());
    }
 
    PF_SLAM_implementation_pfStandardProposal<mrpt::slam::detail::TPoseBin2D>(
        actions, sf, PF_options, options.KLD_params);
 
    MRPT_END
}
 
/*---------------------------------------------------------------
 
            prediction_and_update_pfAuxiliaryPFStandard
 
 ---------------------------------------------------------------*/
void CMonteCarloLocalization2D::prediction_and_update_pfAuxiliaryPFStandard(
    const mrpt::obs::CActionCollection* actions,
    const mrpt::obs::CSensoryFrame* sf,
    const bayes::CParticleFilter::TParticleFilterOptions& PF_options)
{
    MRPT_START
 
    if (sf)
    {  // A map MUST be supplied!
        ASSERT_(options.metricMap || options.metricMaps.size() > 0);
        if (!options.metricMap)
            ASSERT_(options.metricMaps.size() == m_particles.size());
    }
 
    PF_SLAM_implementation_pfAuxiliaryPFStandard<
        mrpt::slam::detail::TPoseBin2D>(
        actions, sf, PF_options, options.KLD_params);
 
    MRPT_END
}
 
/*---------------------------------------------------------------
 
            prediction_and_update_pfAuxiliaryPFOptimal
 
 ---------------------------------------------------------------*/
void CMonteCarloLocalization2D::prediction_and_update_pfAuxiliaryPFOptimal(
    const mrpt::obs::CActionCollection* actions,
    const mrpt::obs::CSensoryFrame* sf,
    const bayes::CParticleFilter::TParticleFilterOptions& PF_options)
{
    MRPT_START
 
    if (sf)
    {  // A map MUST be supplied!
        ASSERT_(options.metricMap || options.metricMaps.size() > 0);
        if (!options.metricMap)
            ASSERT_(options.metricMaps.size() == m_particles.size());
    }
 
    PF_SLAM_implementation_pfAuxiliaryPFOptimal<mrpt::slam::detail::TPoseBin2D>(
        actions, sf, PF_options, options.KLD_params);
 
    MRPT_END
}
 
/*---------------------------------------------------------------
            PF_SLAM_computeObservationLikelihoodForParticle
 ---------------------------------------------------------------*/
double
    CMonteCarloLocalization2D::PF_SLAM_computeObservationLikelihoodForParticle(
        const CParticleFilter::TParticleFilterOptions& PF_options,
        const size_t particleIndexForMap, const CSensoryFrame& observation,
        const CPose3D& x) const
{
    MRPT_UNUSED_PARAM(PF_options);
    ASSERT_(
        options.metricMap || particleIndexForMap < options.metricMaps.size());
 
    CMetricMap* map =
        (options.metricMap) ? options.metricMap :  // All particles, one map
            options.metricMaps[particleIndexForMap];  // One map per particle
 
    // For each observation:
    double ret = 1;
    for (CSensoryFrame::const_iterator it = observation.begin();
         it != observation.end(); ++it)
        ret += map->computeObservationLikelihood(
            it->get(), x);  // Compute the likelihood:
 
    // Done!
    return ret;
}
 
// Specialization for my kind of particles:
void CMonteCarloLocalization2D::
	PF_SLAM_implementation_custom_update_particle_with_new_pose(
        TPose2D* particleData, const TPose3D& newPose) const
{
    *particleData = TPose2D(newPose);
}
 
void CMonteCarloLocalization2D::PF_SLAM_implementation_replaceByNewParticleSet(
    CParticleList& old_particles, const vector<TPose3D>& newParticles,
    const vector<double>& newParticlesWeight,
    const vector<size_t>& newParticlesDerivedFromIdx) const
{
    MRPT_UNUSED_PARAM(newParticlesDerivedFromIdx);
    ASSERT_EQUAL_(
        size_t(newParticlesWeight.size()), size_t(newParticles.size()));
 
    // ---------------------------------------------------------------------------------
    // Substitute old by new particle set:
    //   Old are in "m_particles"
    //   New are in "newParticles",
    //   "newParticlesWeight","newParticlesDerivedFromIdx"
    // ---------------------------------------------------------------------------------
    // Free old m_particles: not needed since "d" is now a smart ptr
 
    // Copy into "m_particles"
    const size_t N = newParticles.size();
    old_particles.resize(N);
    for (size_t i = 0; i < N; i++)
    {
        old_particles[i].log_w = newParticlesWeight[i];
        old_particles[i].d = TPose2D(newParticles[i]);
    }
}
 
void CMonteCarloLocalization2D::resetUniformFreeSpace(
    COccupancyGridMap2D* theMap, const double freeCellsThreshold,
    const int particlesCount, const double x_min, const double x_max,
    const double y_min, const double y_max, const double phi_min,
    const double phi_max)
{
    MRPT_START
 
    ASSERT_(theMap != nullptr);
    int sizeX = theMap->getSizeX();
    int sizeY = theMap->getSizeY();
    double gridRes = theMap->getResolution();
    std::vector<double> freeCells_x, freeCells_y;
    size_t nFreeCells;
    unsigned int xIdx1, xIdx2;
    unsigned int yIdx1, yIdx2;
 
    freeCells_x.reserve(sizeX * sizeY);
    freeCells_y.reserve(sizeX * sizeY);
 
    if (x_min > theMap->getXMin())
        xIdx1 = max(0, theMap->x2idx(x_min));
    else
        xIdx1 = 0;
    if (x_max < theMap->getXMax())
        xIdx2 = min(sizeX - 1, theMap->x2idx(x_max));
    else
        xIdx2 = sizeX - 1;
    if (y_min > theMap->getYMin())
        yIdx1 = max(0, theMap->y2idx(y_min));
    else
        yIdx1 = 0;
    if (y_max < theMap->getYMax())
        yIdx2 = min(sizeY - 1, theMap->y2idx(y_max));
    else
        yIdx2 = sizeY - 1;
 
    for (unsigned int x = xIdx1; x <= xIdx2; x++)
        for (unsigned int y = yIdx1; y <= yIdx2; y++)
            if (theMap->getCell(x, y) >= freeCellsThreshold)
            {
                freeCells_x.push_back(theMap->idx2x(x));
                freeCells_y.push_back(theMap->idx2y(y));
            }
 
    nFreeCells = freeCells_x.size();
 
    // Assure that map is not fully occupied!
    ASSERT_(nFreeCells);
 
    if (particlesCount > 0)
        m_particles.resize(particlesCount);
 
    const size_t M = m_particles.size();
    // Generate pose m_particles:
    for (size_t i = 0; i < M; i++)
    {
        int idx =
            round(getRandomGenerator().drawUniform(0.0, nFreeCells - 1.001));
 
        m_particles[i].d.x=
            freeCells_x[idx] +
            getRandomGenerator().drawUniform(-gridRes, gridRes);
        m_particles[i].d.y=
            freeCells_y[idx] +
            getRandomGenerator().drawUniform(-gridRes, gridRes);
        m_particles[i].d.phi =
            getRandomGenerator().drawUniform(phi_min, phi_max);
        m_particles[i].log_w = 0;
    }
 
    MRPT_END
}