maps/CBeaconMap.h

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/* +---------------------------------------------------------------------------+
   |                     Mobile Robot Programming Toolkit (MRPT)               |
   |                          http://www.mrpt.org/                             |
   |                                                                           |
   | Copyright (c) 2005-2017, 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    |
   +---------------------------------------------------------------------------+ */
#ifndef CBeaconMap_H
#define CBeaconMap_H
 
#include <mrpt/maps/CMetricMap.h>
#include <mrpt/maps/CBeacon.h>
#include <mrpt/utils/CSerializable.h>
#include <mrpt/math/CMatrix.h>
#include <mrpt/utils/CLoadableOptions.h>
#include <mrpt/obs/obs_frwds.h>
 
#include <mrpt/maps/link_pragmas.h>
 
namespace mrpt
{
namespace maps
{
        DEFINE_SERIALIZABLE_PRE_CUSTOM_BASE_LINKAGE( CBeaconMap, CMetricMap ,MAPS_IMPEXP )
 
        /** A class for storing a map of 3D probabilistic beacons, using a Montecarlo, Gaussian, or Sum of Gaussians (SOG) representation (for range-only SLAM).
         * <br>
         *  The individual beacons are defined as mrpt::maps::CBeacon objects.
         * <br>
         *  When invoking CBeaconMap::insertObservation(), landmarks will be extracted and fused into the map.
         *   The only currently supported observation type is mrpt::obs::CObservationBeaconRanges.
         *   See insertionOptions and likelihoodOptions for parameters used when creating and fusing beacon landmarks.
         * <br>
         *   Use "TInsertionOptions::insertAsMonteCarlo" to select between 2 different behaviors:
         *              - Initial PDF of beacons: MonteCarlo, after convergence, pass to Gaussians; or
         *              - Initial PDF of beacons: SOG, after convergence, a single Gaussian.
         *
         *   Refer to the papers: []
         *
          * \ingroup mrpt_maps_grp
         * \sa CMetricMap
         */
        class MAPS_IMPEXP CBeaconMap : public mrpt::maps::CMetricMap
        {
                // This must be added to any CSerializable derived class:
                DEFINE_SERIALIZABLE( CBeaconMap )
 
        public:
                typedef std::deque<CBeacon>                                     TSequenceBeacons;
                typedef std::deque<CBeacon>::iterator                   iterator;
                typedef std::deque<CBeacon>::const_iterator     const_iterator;
 
        protected:
                TSequenceBeacons                m_beacons;  //!< The individual beacons
 
                // See docs in base class
                virtual void  internal_clear() MRPT_OVERRIDE;
                virtual bool  internal_insertObservation( const mrpt::obs::CObservation *obs, const mrpt::poses::CPose3D *robotPose = NULL ) MRPT_OVERRIDE;
                double   internal_computeObservationLikelihood( const mrpt::obs::CObservation *obs, const mrpt::poses::CPose3D &takenFrom ) MRPT_OVERRIDE;
 
        public:
                /** Constructor */
                CBeaconMap();
 
                void resize(const size_t N); //!< Resize the number of SOG modes
 
                /** Access to individual beacons */
                const CBeacon& operator [](size_t i) const {
                        ASSERT_(i<m_beacons.size())
                        return  m_beacons[i];
                }
                /** Access to individual beacons */
                const CBeacon& get(size_t i) const{
                        ASSERT_(i<m_beacons.size())
                        return  m_beacons[i];
                }
                /** Access to individual beacons */
                CBeacon& operator [](size_t i) {
                        ASSERT_(i<m_beacons.size())
                        return  m_beacons[i];
                }
                /** Access to individual beacons */
                CBeacon& get(size_t i)  {
                        ASSERT_(i<m_beacons.size())
                        return  m_beacons[i];
                }
 
                iterator begin() { return m_beacons.begin(); }
                const_iterator begin() const { return m_beacons.begin(); }
                iterator end() { return m_beacons.end(); }
                const_iterator end() const { return m_beacons.end(); }
 
                /** Inserts a copy of the given mode into the SOG */
                void push_back(const CBeacon& m) {
                        m_beacons.push_back( m );
                }
 
                // See docs in base class
                float compute3DMatchingRatio(const mrpt::maps::CMetricMap *otherMap, const mrpt::poses::CPose3D &otherMapPose, const TMatchingRatioParams &params) const MRPT_OVERRIDE;
 
                 /** With this struct options are provided to the likelihood computations */
                 struct MAPS_IMPEXP TLikelihoodOptions : public utils::CLoadableOptions
                 {
                 public:
                        /** Initilization of default parameters
                         */
                         TLikelihoodOptions();
 
                         void loadFromConfigFile(const mrpt::utils::CConfigFileBase &source,const std::string &section) MRPT_OVERRIDE; // See base docs
                         void dumpToTextStream(mrpt::utils::CStream &out) const MRPT_OVERRIDE; // See base docs
 
                         /** The standard deviation used for Beacon ranges likelihood (default=0.08m).
                           */
                         float                  rangeStd;
                 } likelihoodOptions;
 
                 /** This struct contains data for choosing the method by which new beacons are inserted in the map.
                  */
                 struct MAPS_IMPEXP TInsertionOptions : public utils::CLoadableOptions
                 {
                 public:
                        /** Initilization of default parameters */
                         TInsertionOptions();
                         void loadFromConfigFile(const mrpt::utils::CConfigFileBase &source,const std::string &section) MRPT_OVERRIDE; // See base docs
                         void dumpToTextStream(mrpt::utils::CStream &out) const MRPT_OVERRIDE; // See base docs
 
                        /** Insert a new beacon as a set of montecarlo samples (default=true), or, if false, as a sum of gaussians (see mrpt::maps::CBeacon).
                          * \sa MC_performResampling
                          */
                        bool    insertAsMonteCarlo;
 
                        /** Minimum and maximum elevation angles (in degrees) for inserting new beacons at the first observation: the default values (both 0), makes the beacons to be in the same horizontal plane that the sensors, that is, 2D SLAM - the min/max values are -90/90.
                          */
                        float   maxElevation_deg,minElevation_deg;
 
                        /** Number of particles per meter of range, i.e. per meter of the "radius of the ring".
                          */
                        unsigned int    MC_numSamplesPerMeter;
 
                        /** The threshold for the maximum std (X,Y,and Z) before colapsing the particles into a Gaussian PDF (default=0,4).
                          */
                        float                   MC_maxStdToGauss;
 
                        /** Threshold for the maximum difference from the maximun (log) weight in the set of samples for erasing a given sample (default=5).
                          */
                        float                   MC_thresholdNegligible;
 
                        /** If set to false (default), the samples will be generated the first time a beacon is observed, and their weights just updated subsequently - if set to "true", fewer samples will be required since the particles will be resamples when necessary, and a small "noise" will be added to avoid depletion.
                          */
                        bool                    MC_performResampling;
 
                        /** The std.dev. of the Gaussian noise to be added to each sample after resampling, only if MC_performResampling=true.
                          */
                        float                   MC_afterResamplingNoise;
 
                        /** Threshold for the maximum difference from the maximun (log) weight in the SOG for erasing a given mode (default=20).
                          */
                        float                   SOG_thresholdNegligible;
 
                        /** A parameter for initializing 2D/3D SOGs
                          */
                        float                   SOG_maxDistBetweenGaussians;
 
                        /** Constant used to compute the std. dev. int the tangent direction when creating the Gaussians.
                          */
                        float                   SOG_separationConstant;
 
                 } insertionOptions;
 
                /** Save to a MATLAB script which displays 3D error ellipses for the map.
                 *      \param file             The name of the file to save the script to.
                 *  \param style        The MATLAB-like string for the style of the lines (see 'help plot' in MATLAB for posibilities)
                 *  \param stdCount The ellipsoids will be drawn from the center to a given confidence interval in [0,1], e.g. 2 sigmas=0.95 (default is 2std = 0.95 confidence intervals)
                 *
                 *  \return Returns false if any error occured, true elsewere.
                 */
                bool  saveToMATLABScript3D(
                        const std::string       &file,
                        const char      *style="b",
                        float           confInterval = 0.95f ) const;
 
 
                /** Returns the stored landmarks count.
                 */
                size_t  size() const;
 
                // See docs in base class
                virtual void  determineMatching2D(
                        const mrpt::maps::CMetricMap      * otherMap,
                        const mrpt::poses::CPose2D         & otherMapPose,
                        mrpt::utils::TMatchingPairList     & correspondences,
                        const TMatchingParams & params,
                        TMatchingExtraResults & extraResults ) const MRPT_OVERRIDE;
 
                /** Perform a search for correspondences between "this" and another lansmarks map:
                  *  Firsly, the landmarks' descriptor is used to find correspondences, then inconsistent ones removed by
                  *    looking at their 3D poses.
                  * \param otherMap [IN] The other map.
                  * \param correspondences [OUT] The matched pairs between maps.
                  * \param correspondencesRatio [OUT] This is NumberOfMatchings / NumberOfLandmarksInTheAnotherMap
                  * \param otherCorrespondences [OUT] Will be returned with a vector containing "true" for the indexes of the other map's landmarks with a correspondence.
                  */
                void  computeMatchingWith3DLandmarks(
                        const mrpt::maps::CBeaconMap                                    *otherMap,
                        mrpt::utils::TMatchingPairList                                          &correspondences,
                        float                                                                   &correspondencesRatio,
                        std::vector<bool>                                               &otherCorrespondences) const;
 
                /** Changes the reference system of the map to a given 3D pose.
                  */
                void  changeCoordinatesReference( const mrpt::poses::CPose3D &newOrg );
 
                /** Changes the reference system of the map "otherMap" and save the result in "this" map.
                  */
                void  changeCoordinatesReference( const mrpt::poses::CPose3D &newOrg, const mrpt::maps::CBeaconMap *otherMap );
 
 
                /** Returns true if the map is empty/no observation has been inserted.
                   */
                bool isEmpty() const MRPT_OVERRIDE;
 
                /** Simulates a reading toward each of the beacons in the landmarks map, if any.
                  * \param in_robotPose This robot pose is used to simulate the ranges to each beacon.
                  * \param in_sensorLocationOnRobot The 3D position of the sensor on the robot
                  * \param out_Observations The results will be stored here. NOTICE that the fields "CObservationBeaconRanges::minSensorDistance","CObservationBeaconRanges::maxSensorDistance" and "CObservationBeaconRanges::stdError" MUST BE FILLED OUT before calling this function.
                  * An observation will be generated for each beacon in the map, but notice that some of them may be missed if out of the sensor maximum range.
                  */
                void  simulateBeaconReadings(
                        const mrpt::poses::CPose3D                                      &in_robotPose,
                        const mrpt::poses::CPoint3D                                     &in_sensorLocationOnRobot,
                        mrpt::obs::CObservationBeaconRanges             &out_Observations ) const;
 
                /** This virtual method saves the map to a file "filNamePrefix"+< some_file_extension >, as an image or in any other applicable way (Notice that other methods to save the map may be implemented in classes implementing this virtual interface).
                  *  In the case of this class, these files are generated:
                  *             - "filNamePrefix"+"_3D.m": A script for MATLAB for drawing landmarks as 3D ellipses.
                  *             - "filNamePrefix"+"_3D.3DScene": A 3D scene with a "ground plane grid" and the set of ellipsoids in 3D.
                  *             - "filNamePrefix"+"_covs.m": A textual representation (see saveToTextFile)
                  */
                void  saveMetricMapRepresentationToFile(const std::string       &filNamePrefix ) const MRPT_OVERRIDE;
 
                /** Save a text file with a row per beacon, containing this 11 elements:
                  *  - X Y Z: Mean values
                  *  - VX VY VZ: Variances of each dimension (C11, C22, C33)
                  *  - DET2D DET3D: Determinant of the 2D and 3D covariance matrixes.
                  *  - C12, C13, C23: Cross covariances
                  */
                void saveToTextFile(const std::string &fil) const;
 
                void getAs3DObject(mrpt::opengl::CSetOfObjectsPtr &outObj) const MRPT_OVERRIDE; //!< Returns a 3D object representing the map.
 
                const CBeacon * getBeaconByID( CBeacon::TBeaconID  id ) const; //!< Returns a pointer to the beacon with the given ID, or NULL if it does not exist.
                CBeacon * getBeaconByID( CBeacon::TBeaconID  id );              //!< Returns a pointer to the beacon with the given ID, or NULL if it does not exist.
 
 
                MAP_DEFINITION_START(CBeaconMap,MAPS_IMPEXP)
                        mrpt::maps::CBeaconMap::TInsertionOptions       insertionOpts;  //!< Observations insertion options
                        mrpt::maps::CBeaconMap::TLikelihoodOptions      likelihoodOpts; //!< Probabilistic observation likelihood options
                MAP_DEFINITION_END(CBeaconMap,MAPS_IMPEXP)
 
        }; // End of class def.
        DEFINE_SERIALIZABLE_POST_CUSTOM_BASE_LINKAGE( CBeaconMap, CMetricMap ,MAPS_IMPEXP )
 
 
        } // End of namespace
} // End of namespace
 
#endif