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mrpt::poses::CPose3DPDF Class Referenceabstract
[mrpt-base] » 2D/3D point and pose PDFs

Detailed Description

Declares a class that represents a Probability Density Function (PDF) of a 3D pose (6D actually).

This class is just the base class for unifying many diferent ways this PDF can be implemented.

For convenience, a pose composition is also defined for any PDF derived class, changeCoordinatesReference, in the form of a method rather than an operator.

For a similar class for 3D points (without attitude), see CPointPDF

See also the tutorial on probabilistic spatial representations in the MRPT.

See also
CPose3D, CPosePDF, CPointPDF

Definition at line 40 of file CPose3DPDF.h.

#include <mrpt/poses/CPose3DPDF.h>

Inheritance diagram for mrpt::poses::CPose3DPDF:
Inheritance graph

Public Types

enum  { is_3D_val = 1 }
 
enum  { is_PDF_val = 1 }
 
typedef CPose3D type_value
 The type of the state the PDF represents. More...
 
typedef CProbabilityDensityFunction< CPose3D, STATE_LEN > self_t
 

Public Member Functions

virtual void copyFrom (const CPose3DPDF &o)=0
 Copy operator, translating if necesary (for example, between particles and gaussian representations) More...
 
virtual void bayesianFusion (const CPose3DPDF &p1, const CPose3DPDF &p2)=0
 Bayesian fusion of two pose distributions, then save the result in this object (WARNING: Currently only distributions of the same class can be fused! eg, gaussian with gaussian,etc) More...
 
virtual void inverse (CPose3DPDF &o) const =0
 Returns a new PDF such as: NEW_PDF = (0,0,0) - THIS_PDF. More...
 
template<class OPENGL_SETOFOBJECTSPTR >
void getAs3DObject (OPENGL_SETOFOBJECTSPTR &out_obj) const
 Returns a 3D representation of this PDF (it doesn't clear the current contents of out_obj, but append new OpenGL objects to that list) More...
 
template<class OPENGL_SETOFOBJECTSPTR >
OPENGL_SETOFOBJECTSPTR getAs3DObject () const
 Returns a 3D representation of this PDF. More...
 
virtual mxArray * writeToMatlab () const
 Introduces a pure virtual method responsible for writing to a mxArray Matlab object, typically a MATLAB struct whose contents are documented in each derived class. More...
 
virtual CObject * duplicate () const =0
 Returns a copy of the object, indepently of its class. More...
 
CObject * clone () const
 Cloning interface for smart pointers. More...
 
virtual void getMean (CPose3D &mean_point) const=0
 Returns the mean, or mathematical expectation of the probability density distribution (PDF). More...
 
virtual void getCovarianceAndMean (mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &cov, CPose3D &mean_point) const=0
 Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once. More...
 
void getCovarianceDynAndMean (mrpt::math::CMatrixDouble &cov, CPose3D &mean_point) const
 Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once. More...
 
CPose3D getMeanVal () const
 Returns the mean, or mathematical expectation of the probability density distribution (PDF). More...
 
void getCovariance (mrpt::math::CMatrixDouble &cov) const
 Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix) More...
 
void getCovariance (mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &cov) const
 Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix) More...
 
mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > getCovariance () const
 Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix) More...
 
virtual bool isInfType () const
 Returns whether the class instance holds the uncertainty in covariance or information form. More...
 
virtual void getInformationMatrix (mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &inf) const
 Returns the information (inverse covariance) matrix (a STATE_LEN x STATE_LEN matrix) Unless reimplemented in derived classes, this method first reads the covariance, then invert it. More...
 
virtual void saveToTextFile (const std::string &file) const=0
 Save PDF's particles to a text file. More...
 
virtual void drawSingleSample (CPose3D &outPart) const=0
 Draws a single sample from the distribution. More...
 
virtual void drawManySamples (size_t N, std::vector< mrpt::math::CVectorDouble > &outSamples) const
 Draws a number of samples from the distribution, and saves as a list of 1xSTATE_LEN vectors, where each row contains a (x,y,z,yaw,pitch,roll) datum. More...
 
virtual void changeCoordinatesReference (const mrpt::poses::CPose3D &newReferenceBase)=0
 this = p (+) this. More...
 
double getCovarianceEntropy () const
 Compute the entropy of the estimated covariance matrix. More...
 
RTTI classes and functions
mrpt::utils::CObjectPtr duplicateGetSmartPtr () const
 Returns a copy of the object, indepently of its class, as a smart pointer (the newly created object will exist as long as any copy of this smart pointer). More...
 

Static Public Member Functions

static CPose3DPDF * createFrom2D (const CPosePDF &o)
 This is a static transformation method from 2D poses to 3D PDFs, preserving the representation type (particles->particles, Gaussians->Gaussians,etc) It returns a new object of any of the derived classes of CPose3DPDF. More...
 
static void jacobiansPoseComposition (const CPose3D &x, const CPose3D &u, mrpt::math::CMatrixDouble66 &df_dx, mrpt::math::CMatrixDouble66 &df_du)
 This static method computes the pose composition Jacobians. More...
 
static bool is_3D ()
 
static bool is_PDF ()
 

Static Public Attributes

static const mrpt::utils::TRuntimeClassId classCObject
 
static const size_t state_length
 The length of the variable, for example, 3 for a 3D point, 6 for a 3D pose (x y z yaw pitch roll). More...
 
RTTI stuff
static const mrpt::utils::TRuntimeClassId classCSerializable
 

Protected Member Functions

virtual void writeToStream (mrpt::utils::CStream &out, int *getVersion) const =0
 Introduces a pure virtual method responsible for writing to a CStream. More...
 
virtual void readFromStream (mrpt::utils::CStream &in, int version)=0
 Introduces a pure virtual method responsible for loading from a CStream This can not be used directly be users, instead use "stream >> object;" for reading it from a stream or "stream >> object_ptr;" if the class is unknown apriori. More...
 

RTTI stuff

typedef CPose3DPDFPtr Ptr
 
typedef CPose3DPDFPtr ConstPtr
 
static const mrpt::utils::TRuntimeClassId classCPose3DPDF
 
class mrpt::utils::CStream
 
static const mrpt::utils::TRuntimeClassId * _GetBaseClass ()
 
virtual const mrpt::utils::TRuntimeClassId * GetRuntimeClass () const
 Returns information about the class of an object in runtime. More...
 

Member Typedef Documentation

◆ ConstPtr

typedef CPose3DPDFPtr mrpt::poses::CPose3DPDF::ConstPtr

Definition at line 42 of file CPose3DPDF.h.

◆ Ptr

typedef CPose3DPDFPtr mrpt::poses::CPose3DPDF::Ptr

Definition at line 42 of file CPose3DPDF.h.

◆ self_t

typedef CProbabilityDensityFunction<CPose3D , STATE_LEN> mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::self_t
inherited

Definition at line 33 of file CProbabilityDensityFunction.h.

◆ type_value

typedef CPose3D mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::type_value
inherited

The type of the state the PDF represents.

Definition at line 32 of file CProbabilityDensityFunction.h.

Member Enumeration Documentation

◆ anonymous enum

anonymous enum
Enumerator
is_3D_val 

Definition at line 91 of file CPose3DPDF.h.

◆ anonymous enum

anonymous enum
Enumerator
is_PDF_val 

Definition at line 93 of file CPose3DPDF.h.

Member Function Documentation

◆ _GetBaseClass()

static const mrpt::utils::TRuntimeClassId* mrpt::poses::CPose3DPDF::_GetBaseClass ( )
staticprotected

◆ bayesianFusion()

virtual void mrpt::poses::CPose3DPDF::bayesianFusion ( const CPose3DPDF &  p1,
const CPose3DPDF &  p2 
)
pure virtual

Bayesian fusion of two pose distributions, then save the result in this object (WARNING: Currently only distributions of the same class can be fused! eg, gaussian with gaussian,etc)

Implemented in mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFGaussianInf, mrpt::poses::CPose3DPDFSOG, and mrpt::poses::CPose3DPDFParticles.

◆ changeCoordinatesReference()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::changeCoordinatesReference ( const mrpt::poses::CPose3D &  newReferenceBase)
pure virtualinherited

this = p (+) this.

This can be used to convert a PDF from local coordinates to global, providing the point (newReferenceBase) from which "to project" the current pdf. Result PDF substituted the currently stored one in the object.

Implemented in mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFSOG, mrpt::poses::CPose3DPDFGaussianInf, and mrpt::poses::CPose3DPDFParticles.

◆ clone()

CObject* mrpt::utils::CObject::clone ( ) const
inlineinherited

Cloning interface for smart pointers.

Definition at line 133 of file CObject.h.

◆ copyFrom()

virtual void mrpt::poses::CPose3DPDF::copyFrom ( const CPose3DPDF &  o)
pure virtual

Copy operator, translating if necesary (for example, between particles and gaussian representations)

See also
createFrom2D

Implemented in mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFGaussianInf, mrpt::poses::CPose3DPDFSOG, and mrpt::poses::CPose3DPDFParticles.

◆ createFrom2D()

CPose3DPDF * CPose3DPDF::createFrom2D ( const CPosePDF &  o)
static

This is a static transformation method from 2D poses to 3D PDFs, preserving the representation type (particles->particles, Gaussians->Gaussians,etc) It returns a new object of any of the derived classes of CPose3DPDF.

This object must be deleted by the user when not required anymore.

See also
copyFrom

Definition at line 34 of file CPose3DPDF.cpp.

References mrpt::poses::CPose3DPDFSOG::begin(), CLASS_ID, mrpt::poses::CPose3DPDFGaussian::cov, mrpt::poses::CPose3DPDFGaussianInf::cov_inv, mrpt::bayes::CParticleFilterData< T >::m_particles, mrpt::poses::CPose3DPDFGaussianInf::mean, mrpt::poses::CPose3DPDFGaussian::mean, MRPT_END, MRPT_START, and THROW_EXCEPTION.

◆ drawManySamples()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::drawManySamples ( size_t  N,
std::vector< mrpt::math::CVectorDouble > &  outSamples 
) const
inlinevirtualinherited

Draws a number of samples from the distribution, and saves as a list of 1xSTATE_LEN vectors, where each row contains a (x,y,z,yaw,pitch,roll) datum.

This base method just call N times to drawSingleSample, but derived classes should implemented optimized method for each particular PDF.

Reimplemented in mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFSOG, mrpt::poses::CPose3DPDFGaussianInf, and mrpt::poses::CPose3DPDFParticles.

Definition at line 125 of file CProbabilityDensityFunction.h.

◆ drawSingleSample()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::drawSingleSample ( CPose3D &  outPart) const
pure virtualinherited

Draws a single sample from the distribution.

◆ duplicate()

virtual CObject* mrpt::utils::CObject::duplicate ( ) const
pure virtualinherited

Returns a copy of the object, indepently of its class.

Implemented in mrpt::nav::CLogFileRecord_ND, mrpt::obs::CObservation3DRangeScan, mrpt::maps::CMultiMetricMap, mrpt::utils::CSimpleDatabase, mrpt::nav::CLogFileRecord_FullEval, mrpt::utils::CImage, mrpt::gui::CDisplayWindow3D, mrpt::detectors::CDetectable3D, mrpt::hmtslam::THypothesisIDSet, mrpt::maps::CRandomFieldGridMap3D, mrpt::obs::CObservationIMU, mrpt::poses::CPose3D, mrpt::hmtslam::CLocalMetricHypothesis, mrpt::maps::COccupancyGridMap2D, mrpt::maps::CMultiMetricMapPDF, mrpt::obs::CObservationRGBD360, mrpt::maps::TMapGenericParams, mrpt::hmtslam::CHMTSLAM, mrpt::obs::CObservationGPS, mrpt::maps::CLandmarksMap, mrpt::maps::CHeightGridMap2D, mrpt::opengl::COctoMapVoxels, mrpt::poses::CPointPDFParticles, mrpt::opengl::COpenGLViewport, mrpt::obs::CObservationVelodyneScan, mrpt::vision::CFeature, mrpt::kinematics::CKinematicChain, mrpt::opengl::CPlanarLaserScan, mrpt::nav::CHolonomicVFF, mrpt::obs::CRawlog, mrpt::obs::CSensoryFrame, mrpt::nav::CHolonomicND, mrpt::poses::CPose3DInterpolator, mrpt::nav::CHolonomicFullEval, mrpt::opengl::CPointCloud, mrpt::detectors::CDetectable2D, mrpt::opengl::COpenGLScene, mrpt::pbmap::Plane, mrpt::poses::CPose2DInterpolator, mrpt::opengl::CFrustum, mrpt::opengl::CPointCloudColoured, mrpt::pbmap::PbMap, mrpt::maps::CBeaconMap, mrpt::maps::CReflectivityGridMap2D, mrpt::opengl::CEllipsoidInverseDepth3D, mrpt::obs::CObservation2DRangeScan, mrpt::hmtslam::CLSLAMParticleData, mrpt::opengl::CEllipsoid, mrpt::opengl::CEllipsoidInverseDepth2D, mrpt::opengl::CText3D, mrpt::opengl::CVectorField3D, mrpt::poses::CPose3DQuat, mrpt::poses::CPose3DRotVec, mrpt::utils::CMHPropertiesValuesList, mrpt::hmtslam::CHMHMapNode, mrpt::obs::CObservationStereoImages, mrpt::opengl::CAssimpModel, mrpt::poses::CPose3DQuatPDFGaussianInf, mrpt::maps::CBeacon, mrpt::nav::CPTG_DiffDrive_C, mrpt::opengl::CMeshFast, mrpt::poses::CPose3DQuatPDFGaussian, mrpt::opengl::CEllipsoidRangeBearing2D, mrpt::opengl::CMesh, mrpt::poses::CPose3DPDFGaussianInf, mrpt::opengl::CAngularObservationMesh, mrpt::obs::CObservationStereoImagesFeatures, mrpt::opengl::CMesh3D, mrpt::opengl::CText, mrpt::poses::CPose2D, mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPosePDFSOG, mrpt::hmtslam::CRobotPosesGraph, mrpt::maps::COctoMap, mrpt::maps::CRBPFParticleData, mrpt::poses::CPoint2D, mrpt::poses::CPose3DPDFParticles, mrpt::poses::CPosePDFParticles, mrpt::poses::CPointPDFSOG, mrpt::poses::CPosePDFGaussianInf, mrpt::nav::CPTG_DiffDrive_alpha, mrpt::obs::CObservationImage, mrpt::opengl::CBox, mrpt::opengl::CVectorField2D, mrpt::poses::CPose3DPDFSOG, mrpt::hmtslam::CHierarchicalMHMap, mrpt::hmtslam::CHMHMapArc, mrpt::maps::CGasConcentrationGridMap2D, mrpt::maps::CHeightGridMap2D_MRF, mrpt::maps::CWirelessPowerGridMap2D, mrpt::maps::CSimpleMap, mrpt::obs::CObservationBatteryState, mrpt::opengl::CGridPlaneXY, mrpt::opengl::CGridPlaneXZ, mrpt::opengl::CSetOfLines, mrpt::maps::CLandmark, mrpt::maps::CColouredOctoMap, mrpt::maps::CSimplePointsMap, mrpt::opengl::CArrow, mrpt::opengl::CAxis, mrpt::opengl::CDisk, mrpt::opengl::CSphere, mrpt::poses::CPoint3D, mrpt::poses::CPosePDFGaussian, mrpt::utils::CStringList, mrpt::maps::CColouredPointsMap, mrpt::maps::CWeightedPointsMap, mrpt::nav::CLogFileRecord, mrpt::obs::CActionRobotMovement2D, mrpt::obs::CObservationOdometry, mrpt::obs::CObservationWindSensor, mrpt::opengl::CCamera, mrpt::opengl::CColorBar, mrpt::opengl::CPolyhedron, mrpt::slam::CIncrementalMapPartitioner, mrpt::gui::CDisplayWindowPlots, mrpt::obs::CActionCollection, mrpt::opengl::CSetOfObjects, mrpt::math::CMatrix, mrpt::math::CMatrixD, mrpt::poses::CPosePDFGrid, mrpt::utils::TCamera, mrpt::obs::CObservationRange, mrpt::obs::CObservationRawDAQ, mrpt::obs::CObservationSkeleton, mrpt::math::CSplineInterpolator1D, mrpt::utils::CSimpleDatabaseTable, mrpt::gui::CDisplayWindow, mrpt::nav::CLogFileRecord_VFF, mrpt::obs::CObservationBearingRange, mrpt::obs::CObservationGasSensors, mrpt::obs::CObservationWirelessPower, mrpt::obs::CObservationVisualLandmarks, mrpt::poses::CPoses2DSequence, mrpt::poses::CPoses3DSequence, mrpt::obs::CObservation6DFeatures, mrpt::obs::CObservationBeaconRanges, mrpt::obs::CObservationComment, mrpt::obs::CObservationRFID, mrpt::opengl::C3DSScene, mrpt::opengl::CCylinder, mrpt::opengl::CSetOfTriangles, mrpt::poses::TSimple3DPoint, mrpt::utils::CMemoryChunk, mrpt::nav::CMultiObjMotionOpt_Scalarization, mrpt::nav::CPTG_DiffDrive_CC, mrpt::nav::CPTG_DiffDrive_CCS, mrpt::nav::CPTG_DiffDrive_CS, mrpt::nav::CPTG_Holo_Blend, mrpt::obs::CActionRobotMovement3D, mrpt::obs::CObservationReflectivity, mrpt::opengl::CSetOfTexturedTriangles, mrpt::math::CMatrixB, mrpt::poses::CPointPDFGaussian, mrpt::utils::CPropertiesValuesList, mrpt::obs::CObservationCANBusJ1939, mrpt::obs::CObservationRobotPose, mrpt::opengl::CGeneralizedCylinder, mrpt::opengl::CSimpleLine, mrpt::opengl::CTexturedPlane, mrpt::math::CPolygon, mrpt::utils::CTypeSelector, mrpt::poses::CPoint2DPDFGaussian, mrpt::utils::TStereoCamera, mrpt::kinematics::CVehicleVelCmd_DiffDriven, mrpt::kinematics::CVehicleVelCmd_Holo, and mrpt::opengl::COpenGLStandardObject.

Referenced by mrpt::poses::CPoseRandomSampler::CPoseRandomSampler(), mrpt::maps::CSimpleMap::insert(), mrpt::obs::CActionCollection::insert(), mrpt::poses::CPoseRandomSampler::operator=(), and mrpt::poses::CPoseRandomSampler::setPosePDF().

◆ duplicateGetSmartPtr()

mrpt::utils::CObjectPtr CObject::duplicateGetSmartPtr ( ) const
inlineinherited

Returns a copy of the object, indepently of its class, as a smart pointer (the newly created object will exist as long as any copy of this smart pointer).

Definition at line 162 of file CObject.h.

References mrpt::utils::CObjectPtr.

Referenced by mrpt::obs::CRawlog::addActions(), mrpt::slam::CIncrementalMapPartitioner::addMapFrame(), and mrpt::obs::CRawlog::addObservations().

◆ getAs3DObject() [1/2]

template<class OPENGL_SETOFOBJECTSPTR >
void mrpt::poses::CPose3DPDF::getAs3DObject ( OPENGL_SETOFOBJECTSPTR &  out_obj) const
inline

Returns a 3D representation of this PDF (it doesn't clear the current contents of out_obj, but append new OpenGL objects to that list)

Note
Needs the mrpt-opengl library, and using mrpt::opengl::CSetOfObjectsPtr as template argument.
By default, ellipsoids for the confidence intervals of "q=3" are drawn; for more mathematical details, see CGeneralizedEllipsoidTemplate::setQuantiles()
See also
mrpt::opengl::CSetOfObjects::posePDF2opengl() for details on pose-to-opengl conversion

Definition at line 102 of file CPose3DPDF.h.

References mrpt::opengl::posePDF2opengl().

◆ getAs3DObject() [2/2]

template<class OPENGL_SETOFOBJECTSPTR >
OPENGL_SETOFOBJECTSPTR mrpt::poses::CPose3DPDF::getAs3DObject ( ) const
inline

Returns a 3D representation of this PDF.

Note
Needs the mrpt-opengl library, and using mrpt::opengl::CSetOfObjectsPtr as template argument.

Definition at line 111 of file CPose3DPDF.h.

References mrpt::opengl::posePDF2opengl().

◆ getCovariance() [1/3]

void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovariance ( mrpt::math::CMatrixDouble &  cov) const
inlineinherited

Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix)

See also
getMean, getCovarianceAndMean, getInformationMatrix

Definition at line 68 of file CProbabilityDensityFunction.h.

◆ getCovariance() [2/3]

void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovariance ( mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &  cov) const
inlineinherited

Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix)

See also
getMean, getCovarianceAndMean, getInformationMatrix

Definition at line 77 of file CProbabilityDensityFunction.h.

◆ getCovariance() [3/3]

mrpt::math::CMatrixFixedNumeric<double,STATE_LEN,STATE_LEN> mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovariance ( ) const
inlineinherited

Returns the estimate of the covariance matrix (STATE_LEN x STATE_LEN covariance matrix)

See also
getMean, getInformationMatrix

Definition at line 86 of file CProbabilityDensityFunction.h.

◆ getCovarianceAndMean()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovarianceAndMean ( mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &  cov,
CPose3D &  mean_point 
) const
pure virtualinherited

Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once.

See also
getMean, getInformationMatrix

◆ getCovarianceDynAndMean()

void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovarianceDynAndMean ( mrpt::math::CMatrixDouble &  cov,
CPose3D &  mean_point 
) const
inlineinherited

Returns an estimate of the pose covariance matrix (STATE_LENxSTATE_LEN cov matrix) and the mean, both at once.

See also
getMean, getInformationMatrix

Definition at line 48 of file CProbabilityDensityFunction.h.

◆ getCovarianceEntropy()

double mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getCovarianceEntropy ( ) const
inlineinherited

Compute the entropy of the estimated covariance matrix.

See also
http://en.wikipedia.org/wiki/Multivariate_normal_distribution#Entropy

Definition at line 144 of file CProbabilityDensityFunction.h.

◆ getInformationMatrix()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getInformationMatrix ( mrpt::math::CMatrixFixedNumeric< double, STATE_LEN, STATE_LEN > &  inf) const
inlinevirtualinherited

Returns the information (inverse covariance) matrix (a STATE_LEN x STATE_LEN matrix) Unless reimplemented in derived classes, this method first reads the covariance, then invert it.

See also
getMean, getCovarianceAndMean

Definition at line 106 of file CProbabilityDensityFunction.h.

◆ getMean()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getMean ( CPose3D &  mean_point) const
pure virtualinherited

Returns the mean, or mathematical expectation of the probability density distribution (PDF).

See also
getCovarianceAndMean, getInformationMatrix

◆ getMeanVal()

CPose3D mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::getMeanVal ( ) const
inlineinherited

Returns the mean, or mathematical expectation of the probability density distribution (PDF).

See also
getCovariance, getInformationMatrix

Definition at line 58 of file CProbabilityDensityFunction.h.

◆ GetRuntimeClass()

virtual const mrpt::utils::TRuntimeClassId* mrpt::poses::CPose3DPDF::GetRuntimeClass ( ) const
virtual

Returns information about the class of an object in runtime.

Reimplemented from mrpt::utils::CSerializable.

Reimplemented in mrpt::poses::CPose3DPDFGaussianInf, mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFParticles, and mrpt::poses::CPose3DPDFSOG.

Referenced by mrpt::poses::CPose3DPDFSOG::bayesianFusion(), mrpt::poses::CPose3DPDFParticles::copyFrom(), mrpt::poses::CPose3DPDFSOG::copyFrom(), mrpt::poses::CPoseRandomSampler::do_sample_3D(), mrpt::poses::CPose3DPDFParticles::inverse(), mrpt::poses::CPose3DPDFSOG::inverse(), mrpt::poses::CPose3DPDFGaussianInf::inverse(), mrpt::poses::CPose3DPDFGaussian::inverse(), and mrpt::poses::CPoseRandomSampler::setPosePDF().

◆ inverse()

virtual void mrpt::poses::CPose3DPDF::inverse ( CPose3DPDF &  o) const
pure virtual

Returns a new PDF such as: NEW_PDF = (0,0,0) - THIS_PDF.

Implemented in mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFGaussianInf, mrpt::poses::CPose3DPDFSOG, and mrpt::poses::CPose3DPDFParticles.

◆ is_3D()

static bool mrpt::poses::CPose3DPDF::is_3D ( )
inlinestatic

Definition at line 92 of file CPose3DPDF.h.

◆ is_PDF()

static bool mrpt::poses::CPose3DPDF::is_PDF ( )
inlinestatic

Definition at line 94 of file CPose3DPDF.h.

◆ isInfType()

virtual bool mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::isInfType ( ) const
inlinevirtualinherited

Returns whether the class instance holds the uncertainty in covariance or information form.

Note
By default this is going to be covariance form. *Inf classes (e.g. CPosePDFGaussianInf) store it in information form.
See also
mrpt::traits::is_inf_type

Reimplemented in mrpt::poses::CPose3DPDFGaussianInf.

Definition at line 100 of file CProbabilityDensityFunction.h.

◆ jacobiansPoseComposition()

void CPose3DPDF::jacobiansPoseComposition ( const CPose3D &  x,
const CPose3D &  u,
mrpt::math::CMatrixDouble66 &  df_dx,
mrpt::math::CMatrixDouble66 &  df_du 
)
static

This static method computes the pose composition Jacobians.

See this techical report: http:///www.mrpt.org/6D_poses:equivalences_compositions_and_uncertainty

Direct equations (for the covariances) in yaw-pitch-roll are too complex. Make a way around them and consider instead this path:

X(6D) U(6D)
| |
v v
X(7D) U(7D)
| |
+--- (+) ---+
|
v
RES(7D)
|
v
RES(6D)

Definition at line 133 of file CPose3DPDF.cpp.

References mrpt::math::CQuaternion< T >::crossProduct(), mrpt::poses::CPose3D::getAsQuaternion(), mrpt::poses::CPose3DQuatPDF::jacobiansPoseComposition(), mrpt::math::CQuaternion< T >::normalizationJacobian(), mrpt::obs::gnss::pitch, mrpt::poses::CPose3DQuat::quat(), mrpt::obs::gnss::roll, mrpt::math::CQuaternion< T >::rpy_and_jacobian(), mrpt::math::UNINITIALIZED_MATRIX, and mrpt::math::UNINITIALIZED_QUATERNION.

Referenced by mrpt::poses::CPose3DPDFGaussian::changeCoordinatesReference(), mrpt::math::jacobians::jacobs_6D_pose_comp(), mrpt::poses::CPose3DPDFGaussianInf::operator+=(), mrpt::poses::CPose3DPDFGaussian::operator+=(), and Pose3DPDFGaussTests::testCompositionJacobian().

◆ readFromStream()

virtual void mrpt::utils::CSerializable::readFromStream ( mrpt::utils::CStream &  in,
int  version 
)
protectedpure virtualinherited

Introduces a pure virtual method responsible for loading from a CStream This can not be used directly be users, instead use "stream >> object;" for reading it from a stream or "stream >> object_ptr;" if the class is unknown apriori.

Parameters
inThe input binary stream where the object data must read from.
versionThe version of the object stored in the stream: use this version number in your code to know how to read the incoming data.
Exceptions
std::exceptionOn any error, see CStream::ReadBuffer
See also
CStream

Implemented in mrpt::nav::CLogFileRecord_ND, mrpt::obs::CObservation3DRangeScan, mrpt::maps::CMultiMetricMap, mrpt::utils::CSimpleDatabase, mrpt::nav::CLogFileRecord_FullEval, mrpt::utils::CImage, mrpt::detectors::CDetectable3D, mrpt::hmtslam::THypothesisIDSet, mrpt::maps::CRandomFieldGridMap3D, mrpt::obs::CObservationIMU, mrpt::poses::CPose3D, mrpt::hmtslam::CLocalMetricHypothesis, mrpt::maps::COccupancyGridMap2D, mrpt::maps::CMultiMetricMapPDF, mrpt::obs::CObservationRGBD360, mrpt::maps::TMapGenericParams, mrpt::hmtslam::CHMTSLAM, mrpt::obs::CObservationGPS, mrpt::maps::CLandmarksMap, mrpt::maps::CHeightGridMap2D, mrpt::opengl::COctoMapVoxels, mrpt::poses::CPointPDFParticles, mrpt::opengl::COpenGLViewport, mrpt::obs::CObservationVelodyneScan, mrpt::vision::CFeature, mrpt::kinematics::CKinematicChain, mrpt::opengl::CPlanarLaserScan, mrpt::nav::CHolonomicVFF, mrpt::obs::CRawlog, mrpt::obs::CSensoryFrame, mrpt::nav::CHolonomicND, mrpt::poses::CPose3DInterpolator, mrpt::nav::CHolonomicFullEval, mrpt::opengl::CPointCloud, mrpt::detectors::CDetectable2D, mrpt::opengl::COpenGLScene, mrpt::pbmap::Plane, mrpt::poses::CPose2DInterpolator, mrpt::opengl::CFrustum, mrpt::opengl::CPointCloudColoured, mrpt::pbmap::PbMap, mrpt::maps::CBeaconMap, mrpt::maps::CReflectivityGridMap2D, mrpt::opengl::CEllipsoidInverseDepth3D, mrpt::obs::CObservation2DRangeScan, mrpt::hmtslam::CLSLAMParticleData, mrpt::opengl::CEllipsoid, mrpt::opengl::CEllipsoidInverseDepth2D, mrpt::opengl::CText3D, mrpt::opengl::CVectorField3D, mrpt::poses::CPose3DQuat, mrpt::poses::CPose3DRotVec, mrpt::utils::CMHPropertiesValuesList, mrpt::hmtslam::CHMHMapNode, mrpt::obs::CObservationStereoImages, mrpt::opengl::CAssimpModel, mrpt::poses::CPose3DQuatPDFGaussianInf, mrpt::maps::CBeacon, mrpt::nav::CPTG_DiffDrive_C, mrpt::opengl::CMeshFast, mrpt::poses::CPose3DQuatPDFGaussian, mrpt::opengl::CEllipsoidRangeBearing2D, mrpt::opengl::CMesh, mrpt::poses::CPose3DPDFGaussianInf, mrpt::opengl::CAngularObservationMesh, mrpt::obs::CObservationStereoImagesFeatures, mrpt::opengl::CMesh3D, mrpt::opengl::CText, mrpt::poses::CPose2D, mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPosePDFSOG, mrpt::hmtslam::CRobotPosesGraph, mrpt::maps::COctoMap, mrpt::maps::CRBPFParticleData, mrpt::poses::CPoint2D, mrpt::poses::CPose3DPDFParticles, mrpt::poses::CPosePDFParticles, mrpt::poses::CPointPDFSOG, mrpt::poses::CPosePDFGaussianInf, mrpt::nav::CPTG_DiffDrive_alpha, mrpt::obs::CObservationImage, mrpt::opengl::CBox, mrpt::opengl::CVectorField2D, mrpt::poses::CPose3DPDFSOG, mrpt::hmtslam::CHierarchicalMHMap, mrpt::hmtslam::CHMHMapArc, mrpt::maps::CGasConcentrationGridMap2D, mrpt::maps::CHeightGridMap2D_MRF, mrpt::maps::CWirelessPowerGridMap2D, mrpt::maps::CSimpleMap, mrpt::obs::CObservationBatteryState, mrpt::opengl::CGridPlaneXY, mrpt::opengl::CGridPlaneXZ, mrpt::opengl::CSetOfLines, mrpt::maps::CLandmark, mrpt::maps::CColouredOctoMap, mrpt::maps::CSimplePointsMap, mrpt::opengl::CArrow, mrpt::opengl::CAxis, mrpt::opengl::CDisk, mrpt::opengl::CSphere, mrpt::poses::CPoint3D, mrpt::poses::CPosePDFGaussian, mrpt::utils::CStringList, mrpt::maps::CColouredPointsMap, mrpt::maps::CWeightedPointsMap, mrpt::nav::CLogFileRecord, mrpt::obs::CActionRobotMovement2D, mrpt::obs::CObservationOdometry, mrpt::obs::CObservationWindSensor, mrpt::opengl::CCamera, mrpt::opengl::CColorBar, mrpt::opengl::CPolyhedron, mrpt::slam::CIncrementalMapPartitioner, mrpt::obs::CActionCollection, mrpt::opengl::CSetOfObjects, mrpt::math::CMatrix, mrpt::math::CMatrixD, mrpt::poses::CPosePDFGrid, mrpt::utils::TCamera, mrpt::obs::CObservationRange, mrpt::obs::CObservationRawDAQ, mrpt::obs::CObservationSkeleton, mrpt::math::CSplineInterpolator1D, mrpt::utils::CSimpleDatabaseTable, mrpt::nav::CLogFileRecord_VFF, mrpt::obs::CObservationBearingRange, mrpt::obs::CObservationGasSensors, mrpt::obs::CObservationWirelessPower, mrpt::obs::CObservationVisualLandmarks, mrpt::poses::CPoses2DSequence, mrpt::poses::CPoses3DSequence, mrpt::obs::CObservation6DFeatures, mrpt::obs::CObservationBeaconRanges, mrpt::obs::CObservationComment, mrpt::obs::CObservationRFID, mrpt::opengl::C3DSScene, mrpt::opengl::CCylinder, mrpt::opengl::CSetOfTriangles, mrpt::poses::TSimple3DPoint, mrpt::utils::CMemoryChunk, mrpt::nav::CPTG_DiffDrive_CC, mrpt::nav::CPTG_DiffDrive_CCS, mrpt::nav::CPTG_DiffDrive_CS, mrpt::nav::CPTG_Holo_Blend, mrpt::obs::CActionRobotMovement3D, mrpt::obs::CObservationReflectivity, mrpt::opengl::CSetOfTexturedTriangles, mrpt::math::CMatrixB, mrpt::poses::CPointPDFGaussian, mrpt::utils::CPropertiesValuesList, mrpt::obs::CObservationCANBusJ1939, mrpt::obs::CObservationRobotPose, mrpt::opengl::CGeneralizedCylinder, mrpt::opengl::CSimpleLine, mrpt::opengl::CTexturedPlane, mrpt::math::CPolygon, mrpt::utils::CTypeSelector, mrpt::poses::CPoint2DPDFGaussian, mrpt::utils::TStereoCamera, mrpt::kinematics::CVehicleVelCmd_DiffDriven, mrpt::kinematics::CVehicleVelCmd_Holo, and mrpt::opengl::COpenGLStandardObject.

◆ saveToTextFile()

virtual void mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::saveToTextFile ( const std::string &  file) const
pure virtualinherited

Save PDF's particles to a text file.

See derived classes for more information about the format of generated files.

Implemented in mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPose3DPDFSOG, mrpt::poses::CPose3DPDFGaussianInf, and mrpt::poses::CPose3DPDFParticles.

◆ writeToMatlab()

virtual mxArray* mrpt::utils::CSerializable::writeToMatlab ( ) const
inlinevirtualinherited

Introduces a pure virtual method responsible for writing to a mxArray Matlab object, typically a MATLAB struct whose contents are documented in each derived class.

Returns
A new mxArray (caller is responsible of memory freeing) or NULL is class does not support conversion to MATLAB.

Definition at line 79 of file CSerializable.h.

◆ writeToStream()

virtual void mrpt::utils::CSerializable::writeToStream ( mrpt::utils::CStream &  out,
int *  getVersion 
) const
protectedpure virtualinherited

Introduces a pure virtual method responsible for writing to a CStream.

This can not be used directly be users, instead use "stream << object;" for writing it to a stream.

Parameters
outThe output binary stream where object must be dumped.
getVersionIf NULL, the object must be dumped. If not, only the version of the object dump must be returned in this pointer. This enables the versioning of objects dumping and backward compatibility with previously stored data.
Exceptions
std::exceptionOn any error, see CStream::WriteBuffer
See also
CStream

Implemented in mrpt::nav::CLogFileRecord_ND, mrpt::obs::CObservation3DRangeScan, mrpt::maps::CMultiMetricMap, mrpt::utils::CSimpleDatabase, mrpt::nav::CLogFileRecord_FullEval, mrpt::utils::CImage, mrpt::detectors::CDetectable3D, mrpt::hmtslam::THypothesisIDSet, mrpt::maps::CRandomFieldGridMap3D, mrpt::obs::CObservationIMU, mrpt::poses::CPose3D, mrpt::hmtslam::CLocalMetricHypothesis, mrpt::maps::COccupancyGridMap2D, mrpt::maps::CMultiMetricMapPDF, mrpt::obs::CObservationRGBD360, mrpt::maps::TMapGenericParams, mrpt::hmtslam::CHMTSLAM, mrpt::obs::CObservationGPS, mrpt::maps::CLandmarksMap, mrpt::maps::CHeightGridMap2D, mrpt::opengl::COctoMapVoxels, mrpt::poses::CPointPDFParticles, mrpt::opengl::COpenGLViewport, mrpt::obs::CObservationVelodyneScan, mrpt::vision::CFeature, mrpt::kinematics::CKinematicChain, mrpt::opengl::CPlanarLaserScan, mrpt::nav::CHolonomicVFF, mrpt::obs::CRawlog, mrpt::obs::CSensoryFrame, mrpt::nav::CHolonomicND, mrpt::poses::CPose3DInterpolator, mrpt::nav::CHolonomicFullEval, mrpt::opengl::CPointCloud, mrpt::detectors::CDetectable2D, mrpt::opengl::COpenGLScene, mrpt::pbmap::Plane, mrpt::poses::CPose2DInterpolator, mrpt::opengl::CFrustum, mrpt::opengl::CPointCloudColoured, mrpt::pbmap::PbMap, mrpt::maps::CBeaconMap, mrpt::maps::CReflectivityGridMap2D, mrpt::opengl::CEllipsoidInverseDepth3D, mrpt::obs::CObservation2DRangeScan, mrpt::hmtslam::CLSLAMParticleData, mrpt::opengl::CEllipsoid, mrpt::opengl::CEllipsoidInverseDepth2D, mrpt::opengl::CText3D, mrpt::opengl::CVectorField3D, mrpt::poses::CPose3DQuat, mrpt::poses::CPose3DRotVec, mrpt::utils::CMHPropertiesValuesList, mrpt::hmtslam::CHMHMapNode, mrpt::obs::CObservationStereoImages, mrpt::opengl::CAssimpModel, mrpt::poses::CPose3DQuatPDFGaussianInf, mrpt::maps::CBeacon, mrpt::nav::CPTG_DiffDrive_C, mrpt::opengl::CMeshFast, mrpt::poses::CPose3DQuatPDFGaussian, mrpt::opengl::CEllipsoidRangeBearing2D, mrpt::opengl::CMesh, mrpt::poses::CPose3DPDFGaussianInf, mrpt::opengl::CAngularObservationMesh, mrpt::obs::CObservationStereoImagesFeatures, mrpt::opengl::CMesh3D, mrpt::opengl::CText, mrpt::poses::CPose2D, mrpt::poses::CPose3DPDFGaussian, mrpt::poses::CPosePDFSOG, mrpt::hmtslam::CRobotPosesGraph, mrpt::maps::COctoMap, mrpt::maps::CRBPFParticleData, mrpt::poses::CPoint2D, mrpt::poses::CPose3DPDFParticles, mrpt::poses::CPosePDFParticles, mrpt::poses::CPointPDFSOG, mrpt::poses::CPosePDFGaussianInf, mrpt::nav::CPTG_DiffDrive_alpha, mrpt::obs::CObservationImage, mrpt::opengl::CBox, mrpt::opengl::CVectorField2D, mrpt::poses::CPose3DPDFSOG, mrpt::hmtslam::CHierarchicalMHMap, mrpt::hmtslam::CHMHMapArc, mrpt::maps::CGasConcentrationGridMap2D, mrpt::maps::CHeightGridMap2D_MRF, mrpt::maps::CWirelessPowerGridMap2D, mrpt::maps::CSimpleMap, mrpt::obs::CObservationBatteryState, mrpt::opengl::CGridPlaneXY, mrpt::opengl::CGridPlaneXZ, mrpt::opengl::CSetOfLines, mrpt::maps::CLandmark, mrpt::maps::CColouredOctoMap, mrpt::maps::CSimplePointsMap, mrpt::opengl::CArrow, mrpt::opengl::CAxis, mrpt::opengl::CDisk, mrpt::opengl::CSphere, mrpt::poses::CPoint3D, mrpt::poses::CPosePDFGaussian, mrpt::utils::CStringList, mrpt::maps::CColouredPointsMap, mrpt::maps::CWeightedPointsMap, mrpt::nav::CLogFileRecord, mrpt::obs::CActionRobotMovement2D, mrpt::obs::CObservationOdometry, mrpt::obs::CObservationWindSensor, mrpt::opengl::CCamera, mrpt::opengl::CColorBar, mrpt::opengl::CPolyhedron, mrpt::slam::CIncrementalMapPartitioner, mrpt::obs::CActionCollection, mrpt::opengl::CSetOfObjects, mrpt::math::CMatrix, mrpt::math::CMatrixD, mrpt::poses::CPosePDFGrid, mrpt::utils::TCamera, mrpt::obs::CObservationRange, mrpt::obs::CObservationRawDAQ, mrpt::obs::CObservationSkeleton, mrpt::math::CSplineInterpolator1D, mrpt::utils::CSimpleDatabaseTable, mrpt::nav::CLogFileRecord_VFF, mrpt::obs::CObservationBearingRange, mrpt::obs::CObservationGasSensors, mrpt::obs::CObservationWirelessPower, mrpt::obs::CObservationVisualLandmarks, mrpt::poses::CPoses2DSequence, mrpt::poses::CPoses3DSequence, mrpt::obs::CObservation6DFeatures, mrpt::obs::CObservationBeaconRanges, mrpt::obs::CObservationComment, mrpt::obs::CObservationRFID, mrpt::opengl::C3DSScene, mrpt::opengl::CCylinder, mrpt::opengl::CSetOfTriangles, mrpt::poses::TSimple3DPoint, mrpt::utils::CMemoryChunk, mrpt::nav::CPTG_DiffDrive_CC, mrpt::nav::CPTG_DiffDrive_CCS, mrpt::nav::CPTG_DiffDrive_CS, mrpt::nav::CPTG_Holo_Blend, mrpt::obs::CActionRobotMovement3D, mrpt::obs::CObservationReflectivity, mrpt::opengl::CSetOfTexturedTriangles, mrpt::math::CMatrixB, mrpt::poses::CPointPDFGaussian, mrpt::utils::CPropertiesValuesList, mrpt::obs::CObservationCANBusJ1939, mrpt::obs::CObservationRobotPose, mrpt::opengl::CGeneralizedCylinder, mrpt::opengl::CSimpleLine, mrpt::opengl::CTexturedPlane, mrpt::math::CPolygon, mrpt::utils::CTypeSelector, mrpt::poses::CPoint2DPDFGaussian, mrpt::utils::TStereoCamera, mrpt::kinematics::CVehicleVelCmd_DiffDriven, mrpt::kinematics::CVehicleVelCmd_Holo, and mrpt::opengl::COpenGLStandardObject.

Referenced by mrpt::utils::CStream::WriteObject().

Friends And Related Function Documentation

◆ mrpt::utils::CStream

friend class mrpt::utils::CStream
friend

Definition at line 42 of file CPose3DPDF.h.

Member Data Documentation

◆ classCObject

const mrpt::utils::TRuntimeClassId mrpt::utils::CObject::classCObject
staticinherited

Definition at line 118 of file CObject.h.

◆ classCPose3DPDF

const mrpt::utils::TRuntimeClassId mrpt::poses::CPose3DPDF::classCPose3DPDF
static

Definition at line 42 of file CPose3DPDF.h.

◆ classCSerializable

const mrpt::utils::TRuntimeClassId mrpt::utils::CSerializable::classCSerializable
staticinherited

Definition at line 42 of file CSerializable.h.

◆ state_length

const size_t mrpt::utils::CProbabilityDensityFunction< CPose3D , STATE_LEN >::state_length
staticinherited

The length of the variable, for example, 3 for a 3D point, 6 for a 3D pose (x y z yaw pitch roll).

Definition at line 31 of file CProbabilityDensityFunction.h.



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