00001 /* +---------------------------------------------------------------------------+ 00002 | The Mobile Robot Programming Toolkit (MRPT) C++ library | 00003 | | 00004 | http://www.mrpt.org/ | 00005 | | 00006 | Copyright (C) 2005-2011 University of Malaga | 00007 | | 00008 | This software was written by the Machine Perception and Intelligent | 00009 | Robotics Lab, University of Malaga (Spain). | 00010 | Contact: Jose-Luis Blanco <jlblanco@ctima.uma.es> | 00011 | | 00012 | This file is part of the MRPT project. | 00013 | | 00014 | MRPT is free software: you can redistribute it and/or modify | 00015 | it under the terms of the GNU General Public License as published by | 00016 | the Free Software Foundation, either version 3 of the License, or | 00017 | (at your option) any later version. | 00018 | | 00019 | MRPT is distributed in the hope that it will be useful, | 00020 | but WITHOUT ANY WARRANTY; without even the implied warranty of | 00021 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | 00022 | GNU General Public License for more details. | 00023 | | 00024 | You should have received a copy of the GNU General Public License | 00025 | along with MRPT. If not, see <http://www.gnu.org/licenses/>. | 00026 | | 00027 +---------------------------------------------------------------------------+ */ 00028 #ifndef CPose3DQuatPDFGaussianInf_H 00029 #define CPose3DQuatPDFGaussianInf_H 00030 00031 #include <mrpt/poses/CPose3DQuatPDF.h> 00032 #include <mrpt/poses/CPose3DPDF.h> 00033 #include <mrpt/poses/CPosePDF.h> 00034 #include <mrpt/math/CMatrixD.h> 00035 00036 namespace mrpt 00037 { 00038 namespace poses 00039 { 00040 class CPosePDFGaussian; 00041 class CPose3DPDFGaussian; 00042 00043 DEFINE_SERIALIZABLE_PRE_CUSTOM_BASE( CPose3DQuatPDFGaussianInf , CPose3DQuatPDF ) 00044 00045 /** Declares a class that represents a Probability Density function (PDF) of a 3D pose using a quaternion \f$ p(\mathbf{x}) = [x ~ y ~ z ~ qr ~ qx ~ qy ~ qz]^\top \f$. 00046 * 00047 * This class implements that PDF using a mono-modal Gaussian distribution storing the information matrix instead of its inverse, the covariance matrix. 00048 * See mrpt::poses::CPose3DQuatPDF for more details, or 00049 * mrpt::poses::CPose3DPDF for classes based on Euler angles instead. 00050 * 00051 * Uncertainty of pose composition operations (\f$ y = x \oplus u \f$) is implemented in the methods "CPose3DQuatPDFGaussianInf::operator+=" and "CPose3DQuatPDF::jacobiansPoseComposition". 00052 * 00053 * For further details on implemented methods and the theory behind them, 00054 * see <a href="http://www.mrpt.org/6D_poses:equivalences_compositions_and_uncertainty" >this report</a>. 00055 * 00056 * \sa CPose3DQuat, CPose3DQuatPDF, CPose3DPDF, CPose3DQuatPDFGaussian 00057 * \ingroup poses_pdf_grp 00058 */ 00059 class BASE_IMPEXP CPose3DQuatPDFGaussianInf : public CPose3DQuatPDF 00060 { 00061 // This must be added to any CSerializable derived class: 00062 DEFINE_SERIALIZABLE( CPose3DQuatPDFGaussianInf ) 00063 00064 public: 00065 /** Default constructor - set all values to zero. */ 00066 CPose3DQuatPDFGaussianInf(); 00067 00068 /** Constructor which left all the member uninitialized, for using when speed is critical - as argument, use UNINITIALIZED_QUATERNION. */ 00069 CPose3DQuatPDFGaussianInf(TConstructorFlags_Quaternions constructor_dummy_param); 00070 00071 /** Constructor from a default mean value, information matrix equals to zero. */ 00072 explicit CPose3DQuatPDFGaussianInf( const CPose3DQuat &init_Mean ); 00073 00074 /** Constructor with mean and inverse covariance (information matrix). */ 00075 CPose3DQuatPDFGaussianInf( const CPose3DQuat &init_Mean, const CMatrixDouble77 &init_CovInv ); 00076 00077 /** The mean value */ 00078 CPose3DQuat mean; 00079 00080 /** The 7x7 information matrix (the inverse of the covariance) */ 00081 CMatrixDouble77 cov_inv; 00082 00083 inline const CPose3DQuat & getPoseMean() const { return mean; } 00084 inline CPose3DQuat & getPoseMean() { return mean; } 00085 00086 /** Returns an estimate of the pose, (the mean, or mathematical expectation of the PDF). 00087 * \sa getCovariance */ 00088 void getMean(CPose3DQuat &mean_pose) const { 00089 mean_pose = mean; 00090 } 00091 00092 /** Returns an estimate of the pose covariance matrix (7x7 cov matrix) and the mean, both at once. 00093 * \sa getMean */ 00094 void getCovarianceAndMean(CMatrixDouble77 &cov,CPose3DQuat &mean_point) const { 00095 cov_inv.inv(cov); 00096 mean_point = mean; 00097 } 00098 00099 /** Returns the information (inverse covariance) matrix (a STATE_LEN x STATE_LEN matrix) \sa getMean, getCovarianceAndMean */ 00100 virtual void getInformationMatrix(CMatrixDouble77 &inf) const { inf=cov_inv; } 00101 00102 00103 /** Copy operator, translating if necesary (for example, between particles and gaussian representations) */ 00104 void copyFrom(const CPose3DQuatPDF &o); 00105 00106 /** Save the PDF to a text file, containing the 3D pose in the first line (x y z qr qx qy qz), then the information matrix in the next 7 lines. */ 00107 void saveToTextFile(const std::string &file) const; 00108 00109 /** This can be used to convert a PDF from local coordinates to global, providing the point (newReferenceBase) from which 00110 * "to project" the current pdf. Result PDF substituted the currently stored one in the object. 00111 */ 00112 void changeCoordinatesReference( const CPose3DQuat &newReferenceBase ); 00113 00114 /** This can be used to convert a PDF from local coordinates to global, providing the point (newReferenceBase) from which 00115 * "to project" the current pdf. Result PDF substituted the currently stored one in the object. 00116 */ 00117 void changeCoordinatesReference( const CPose3D &newReferenceBase ); 00118 00119 /** Draws a single sample from the distribution */ 00120 void drawSingleSample( CPose3DQuat &outPart ) const; 00121 00122 /** Draws a number of samples from the distribution, and saves as a list of 1x7 vectors, where each row contains a (x,y,z,qr,qx,qy,qz) datum. */ 00123 void drawManySamples( size_t N, std::vector<vector_double> & outSamples ) const; 00124 00125 /** Returns a new PDF such as: NEW_PDF = (0,0,0) - THIS_PDF */ 00126 void inverse(CPose3DQuatPDF &o) const; 00127 00128 /** Unary - operator, returns the PDF of the inverse pose. */ 00129 inline CPose3DQuatPDFGaussianInf operator -() const 00130 { 00131 CPose3DQuatPDFGaussianInf p(UNINITIALIZED_QUATERNION); 00132 this->inverse(p); 00133 return p; 00134 } 00135 00136 /** Makes: thisPDF = thisPDF + Ap, where "+" is pose composition (both the mean, and the covariance matrix are updated). 00137 */ 00138 void operator += ( const CPose3DQuat &Ap); 00139 00140 /** Makes: thisPDF = thisPDF + Ap, where "+" is pose composition (both the mean, and the covariance matrix are updated) (see formulas in jacobiansPoseComposition ). 00141 */ 00142 void operator += ( const CPose3DQuatPDFGaussianInf &Ap); 00143 00144 /** Makes: thisPDF = thisPDF - Ap, where "-" is pose inverse composition (both the mean, and the covariance matrix are updated). 00145 */ 00146 void operator -= ( const CPose3DQuatPDFGaussianInf &Ap); 00147 00148 /** Evaluates the PDF at a given point. 00149 */ 00150 double evaluatePDF( const CPose3DQuat &x ) const; 00151 00152 /** Evaluates the ratio PDF(x) / PDF(MEAN), that is, the normalized PDF in the range [0,1]. 00153 */ 00154 double evaluateNormalizedPDF( const CPose3DQuat &x ) const; 00155 00156 }; // End of class def. 00157 00158 00159 /** Pose composition for two 3D pose Gaussians \sa CPose3DQuatPDFGaussianInf::operator += */ 00160 inline CPose3DQuatPDFGaussianInf operator +( const CPose3DQuatPDFGaussianInf &x, const CPose3DQuatPDFGaussianInf &u ) 00161 { 00162 CPose3DQuatPDFGaussianInf res(x); 00163 res+=u; 00164 return res; 00165 } 00166 00167 /** Inverse pose composition for two 3D pose Gaussians \sa CPose3DQuatPDFGaussianInf::operator -= */ 00168 inline CPose3DQuatPDFGaussianInf operator -( const CPose3DQuatPDFGaussianInf &x, const CPose3DQuatPDFGaussianInf &u ) 00169 { 00170 CPose3DQuatPDFGaussianInf res(x); 00171 res-=u; 00172 return res; 00173 } 00174 00175 /** Dumps the mean and covariance matrix to a text stream. 00176 */ 00177 std::ostream BASE_IMPEXP & operator << (std::ostream & out, const CPose3DQuatPDFGaussianInf& obj); 00178 00179 bool BASE_IMPEXP operator==(const CPose3DQuatPDFGaussianInf &p1,const CPose3DQuatPDFGaussianInf &p2); 00180 00181 } // End of namespace 00182 00183 } // End of namespace 00184 00185 #endif
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