Example: math_spline_interpolation

math_spline_interpolation screenshot math_spline_interpolation screenshot math_spline_interpolation screenshot math_spline_interpolation screenshot

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/gui/CDisplayWindowPlots.h>
#include <mrpt/math/CSplineInterpolator1D.h>
#include <mrpt/math/utils.h>
#include <mrpt/poses/CPose3D.h>
#include <mrpt/poses/CPose3DInterpolator.h>
#include <mrpt/random.h>
#include <mrpt/system/datetime.h>
#include <mrpt/system/os.h>

#include <iostream>
#include <mrpt/math/interp_fit.hpp>

using namespace mrpt::gui;
using namespace mrpt::random;
using namespace mrpt::math;
using namespace std;

// ------------------------------------------------------
//              TestCapture
// ------------------------------------------------------
void TestCPose3DInterpolation()
{
  mrpt::Clock::time_point iniTs = mrpt::Clock::now();
  mrpt::Clock::time_point ts = iniTs;
  mrpt::Clock::time_point ots = iniTs;
  mrpt::poses::CPose3D pose(0, 0, 0, 0, 0, 0);
  mrpt::poses::CPose3DInterpolator poseInt;
  std::vector<mrpt::poses::CPose3D> p;
  mrpt::poses::CPose3D outPose(0, 0, 0, 0, 0, 0);
  bool valid;

  FILE* f = mrpt::system::os::fopen("interpolation.txt", "wt");

  // Set the maximum value of the interval time for considering interpolation
  poseInt.setMaxTimeInterpolation(std::chrono::seconds(1));

  poseInt.insert(ts, pose);  // First point

  ts += std::chrono::seconds(1);
  pose.setFromValues(1, 1, 0, 0, 1, 0);
  poseInt.insert(ts, pose);  // Second point

  ts += std::chrono::seconds(1);
  pose.setFromValues(2, 2.5, 1, 0, 1.3, 0);
  poseInt.insert(ts, pose);  // Third point

  ts += std::chrono::seconds(1);
  pose.setFromValues(3, 1.7, 2, 0, 1.57, 0);
  poseInt.insert(ts, pose);  // Fourth point

  unsigned int i;
  for (i = 0, ots = iniTs; ots <= iniTs + std::chrono::seconds(3);
       ots += std::chrono::milliseconds(100), i++)
  {
    poseInt.interpolate(ots, outPose, valid);
    p.push_back(outPose);
    mrpt::system::os::fprintf(
        f, "%d %f %f %f %f %f %f\n", i, outPose.x(), outPose.y(), outPose.z(), outPose.yaw(),
        outPose.pitch(), outPose.roll());
  }

  mrpt::system::os::fclose(f);

}  // end TestCPose3DInterpolation

void TestSplineInterpolation()
{
  FILE* f = mrpt::system::os::fopen("out2", "wt");

  CVectorDouble x, y;
  double t;
  x.resize(4);
  y.resize(4);

  // x[0] = 0.0;    x[1] = 1.0; x[2] = 2.0; x[3] = 4.0;
  // y[0] = 0.0;    y[1] = 1.0; y[2] = 1.8; y[3] = 1.6;

  x[0] = -1.5;
  x[1] = -0.5;
  x[2] = 0.5;
  x[3] = 1.5;
  y[0] = 3.14;
  y[1] = -3.10;
  y[2] = -3.05;
  y[3] = 3.10;

  CVectorDouble ts, ys_interp;

  for (t = x[1]; t <= x[2]; t += 0.01)
  {
    double w = mrpt::math::spline(t, x, y);  // wrap no
    //      double w = mrpt::math::spline(t, x, y, true); // wrap yes
    ts.push_back(t);
    ys_interp.push_back(w);
    mrpt::system::os::fprintf(f, "%f %f\n", t, w);
  }

  mrpt::system::os::fclose(f);
  cout << "Done" << endl;

#if MRPT_HAS_WXWIDGETS
  CDisplayWindowPlots figure("Interpolation results");
  figure.plot(x, y, "r.4", "true points");
  figure.plot(ts, ys_interp, "b", "interp");

  figure.axis_equal();
  figure.axis_fit();

  figure.waitForKey();
#endif
}

void TestSplineInterpolationVector()
{
  const size_t N = 15;
  CVectorDouble data_x, data_y(N);

  // Create random data:
  mrpt::math::linspace(-20.0, 20.0, N, data_x);
  getRandomGenerator().drawGaussian1DVector(data_y, 2.0, 1.0);

  // Create interpolator
  mrpt::math::CSplineInterpolator1D interp(data_x, data_y);

  // Generate sequence of where to interpolate:
  CVectorDouble xs;
  mrpt::math::linspace(-20.0, 20.0, 500, xs);

  CVectorDouble ys;
  bool valid = interp.queryVector(xs, ys);
  ASSERT_(valid);

#if MRPT_HAS_WXWIDGETS
  CDisplayWindowPlots figure("Interpolation results");
  figure.plot(data_x, data_y, "r.6", "true points");
  figure.plot(xs, ys, "b", "interp");

  figure.axis_equal();
  figure.axis_fit();

  figure.waitForKey();
#endif
}

int main(int argc, char** argv)
{
  try
  {
    TestSplineInterpolationVector();
    // TestSplineInterpolation();
    // TestCPose3DInterpolation();

    return 0;
  }
  catch (const std::exception& e)
  {
    std::cerr << "MRPT error: " << mrpt::exception_to_str(e) << std::endl;
    return -1;
  }
  catch (...)
  {
    printf("Another exception!!");
    return -1;
  }
}