Example: poses_pdfs_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/poses/CPoint3D.h>
#include <mrpt/poses/CPointPDFGaussian.h>
#include <mrpt/poses/CPose3D.h>
#include <mrpt/poses/CPoses2DSequence.h>
#include <mrpt/system/CTicTac.h>

#include <iostream>

using namespace mrpt;
using namespace mrpt::poses;
using namespace mrpt::system;
using namespace std;

// ------------------------------------------------------
//              TestPosePDFOperations
// ------------------------------------------------------
void TestPosePDFOperations()
{
  CPointPDFGaussian p1, p2, p;

  p1.mean = CPoint3D(0, -0.12, 0);
  p2.mean = CPoint3D(0, -0.1, 0);

  p1.cov.setZero();
  p1.cov(0, 0) = 0.06f;
  p1.cov(0, 1) = 0.002f;
  p1.cov(1, 0) = 0.002f;
  p1.cov(1, 1) = 0.02f;
  p1.cov(2, 2) = 0.0002f;

  p2.cov.setZero();
  p2.cov(0, 0) = 0.02f;
  p2.cov(0, 1) = -0.004f;
  p2.cov(1, 0) = -0.004f;
  p2.cov(1, 1) = 0.01f;
  p2.cov(2, 2) = 0.0002f;

  // Integral of Product of gaussians:
  CTicTac tictac;
  double v;

  tictac.Tic();
  for (int i = 0; i < 10000; i++) v = p1.productIntegralWith(p2);

  printf("Time for computing: %.04fus\n", tictac.Tac() * 1e+6f / 10000);

  printf("product p1,p2 -> %f\n", v);
  printf("product p2,p1 -> %f\n", p2.productIntegralNormalizedWith(p1));

  // Bayesian fusion:
  p.bayesianFusion(p1, p2);
  p.saveToTextFile("BayesFusion.txt");

  cout << "Bayesian fusing of p1 & p2: " << endl;
  cout << " MEAN: " << p.mean << " COV:" << endl << p.cov << endl;
}

// ------------------------------------------------------
//              TestPoseComposition
// ------------------------------------------------------
void TestPoseComposition()
{
  CTicTac tictac;

  // ---------------------------------------------------------------
  CPose3D A(0, 0, 0), B(1, 1, 0, 45.0_deg, 0, 0), C;

  C = A - B;

  cout << "A:\n" << A << endl;
  cout << "B:\n" << B << endl;
  cout << "C:\n" << C << endl;

  // ---------------------------------------------------------------
  CPose2D p(0.5f, 0.2f, DEG2RAD(10.0f));

  // stores a sequence of relative, incremental 2D poses
  CPoses2DSequence seq;

  CPose2D a(1, 2, (float)0.0_deg);
  CPose2D b(2, 3, (float)45.0_deg);
  CPose2D D;

  CPose2D x(1, 0, (float)0.0_deg);
  CPose2D y(1, 0, (float)45.0_deg);

  cout << "a= " << a << endl;
  cout << "b= " << b << endl;

  // ------------------------------------------
  tictac.Tic();
  D = a + b;
  printf("%f us\t", tictac.Tac() * 1e6);
  cout << "a+b= " << D << endl;
  // ------------------------------------------
  tictac.Tic();
  D = b - a;
  printf("%f us\t", tictac.Tac() * 1e6);
  cout << "b-a= " << D << endl;
  // ------------------------------------------
  tictac.Tic();
  D = a + (b - a);
  printf("%f us\t", tictac.Tac() * 1e6);
  cout << "a + (b-a)= " << D << endl;
  // ------------------------------------------

  seq.appendPose(y);
  cout << "last= " << seq.absolutePoseAfterAll() << endl;
  seq.appendPose(y);
  cout << "last= " << seq.absolutePoseAfterAll() << endl;
  seq.appendPose(x);
  cout << "last= " << seq.absolutePoseAfterAll() << endl;

  // play the poses from the beginning using the getPose method
  seq.getPose(0, D);
  cout << "Pose[0] in seq.= " << D << endl;
  seq.getPose(1, D);
  cout << "Pose[1] in seq.= " << D << endl;
  seq.getPose(2, D);
  cout << "Pose[2] in seq.= " << D << endl;
}

// ------------------------------------------------------
//                      MAIN
// ------------------------------------------------------
int main()
{
  try
  {
    TestPoseComposition();
    TestPosePDFOperations();

    return 0;
  }
  catch (exception& e)
  {
    cout << "MRPT exception caught: " << e.what() << endl;
    return -1;
  }
}