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ScanMatcher.h

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//=================================================================================================
// Copyright (c) 2011, Stefan Kohlbrecher, TU Darmstadt
// All rights reserved.

// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are met:
//     * Redistributions of source code must retain the above copyright
//       notice, this list of conditions and the following disclaimer.
//     * Redistributions in binary form must reproduce the above copyright
//       notice, this list of conditions and the following disclaimer in the
//       documentation and/or other materials provided with the distribution.
//     * Neither the name of the Simulation, Systems Optimization and Robotics
//       group, TU Darmstadt nor the names of its contributors may be used to
//       endorse or promote products derived from this software without
//       specific prior written permission.

// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
// ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
// WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
// DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY
// DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
// (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
// LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
// ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
// (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
// SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
//=================================================================================================

#ifndef _scanmatcher_h__
#define _scanmatcher_h__

#include <Eigen/Geometry>
#include "../scan/DataPointContainer.h"
#include "../util/UtilFunctions.h"

#include "../util/DrawInterface.h"
#include "../util/HectorDebugInfoInterface.h"

namespace hectorslam{

template<typename ConcreteOccGridMapUtil>
class ScanMatcher
{
public:

  ScanMatcher(DrawInterface* drawInterfaceIn = 0, HectorDebugInfoInterface* debugInterfaceIn = 0)
    : drawInterface(drawInterfaceIn)
    , debugInterface(debugInterfaceIn)
  {}

  ~ScanMatcher()
  {}

  Eigen::Vector3f matchData(const Eigen::Vector3f& beginEstimateWorld, ConcreteOccGridMapUtil& gridMapUtil, const DataContainer& dataContainer, Eigen::Matrix3f& covMatrix, int maxIterations)
  {
    if (drawInterface){
      drawInterface->setScale(0.05f);
      drawInterface->setColor(0.0f,1.0f, 0.0f);
      drawInterface->drawArrow(beginEstimateWorld);

      Eigen::Vector3f beginEstimateMap(gridMapUtil.getMapCoordsPose(beginEstimateWorld));

      drawScan(beginEstimateMap, gridMapUtil, dataContainer);

      drawInterface->setColor(1.0,0.0,0.0);
    }

    if (dataContainer.getSize() != 0) {

      Eigen::Vector3f beginEstimateMap(gridMapUtil.getMapCoordsPose(beginEstimateWorld));

      Eigen::Vector3f estimate(beginEstimateMap);

      estimateTransformationLogLh(estimate, gridMapUtil, dataContainer);
      //bool notConverged = estimateTransformationLogLh(estimate, gridMapUtil, dataContainer);

      /*
      const Eigen::Matrix2f& hessian (H.block<2,2>(0,0));


      Eigen::SelfAdjointEigenSolver<Eigen::Matrix2f> eig(hessian);

      const Eigen::Vector2f& eigValues (eig.eigenvalues());

      float cond = eigValues[1] / eigValues[0];
      float determinant = (hessian.determinant());
      */
      //std::cout << "\n cond: " << cond << " det: " << determinant << "\n";


      int numIter = maxIterations;


      for (int i = 0; i < numIter; ++i) {
        //std::cout << "\nest:\n" << estimate;

        estimateTransformationLogLh(estimate, gridMapUtil, dataContainer);
        //notConverged = estimateTransformationLogLh(estimate, gridMapUtil, dataContainer);

        if(drawInterface){
          float invNumIterf = 1.0f/static_cast<float> (numIter);
          drawInterface->setColor(static_cast<float>(i)*invNumIterf,0.0f, 0.0f);
          drawInterface->drawArrow(gridMapUtil.getWorldCoordsPose(estimate));
          //drawInterface->drawArrow(Eigen::Vector3f(0.0f, static_cast<float>(i)*0.05, 0.0f));
        }

        if(debugInterface){
          debugInterface->addHessianMatrix(H);
        }
      }

      if (drawInterface){
        drawInterface->setColor(0.0,0.0,1.0);
        drawScan(estimate, gridMapUtil, dataContainer);
      }
        /*
        Eigen::Matrix2f testMat(Eigen::Matrix2f::Identity());
        testMat(0,0) = 2.0f;

        float angleWorldCoords = util::toRad(30.0f);
        float sinAngle = sin(angleWorldCoords);
        float cosAngle = cos(angleWorldCoords);

        Eigen::Matrix2f rotMat;
        rotMat << cosAngle, -sinAngle, sinAngle, cosAngle;
        Eigen::Matrix2f covarianceRotated (rotMat * testMat * rotMat.transpose());

        drawInterface->setColor(0.0,0.0,1.0,0.5);
        drawInterface->drawCovariance(gridMapUtil.getWorldCoordsPoint(estimate.start<2>()), covarianceRotated);
        */



        /*
        Eigen::Matrix3f covMatMap (gridMapUtil.getCovarianceForPose(estimate, dataContainer));
        std::cout << "\nestim:" << estimate;
        std::cout << "\ncovMap\n" << covMatMap;
        drawInterface->setColor(0.0,0.0,1.0,0.5);


        Eigen::Matrix3f covMatWorld(gridMapUtil.getCovMatrixWorldCoords(covMatMap));
         std::cout << "\ncovWorld\n" << covMatWorld;

        drawInterface->drawCovariance(gridMapUtil.getWorldCoordsPoint(estimate.start<2>()), covMatMap.block<2,2>(0,0));

        drawInterface->setColor(1.0,0.0,0.0,0.5);
        drawInterface->drawCovariance(gridMapUtil.getWorldCoordsPoint(estimate.start<2>()), covMatWorld.block<2,2>(0,0));

        std::cout << "\nH:\n" << H;

        float determinant = H.determinant();
        std::cout << "\nH_det: " << determinant;
        */

        /*
        Eigen::Matrix2f covFromHessian(H.block<2,2>(0,0) * 1.0f);
        //std::cout << "\nCovFromHess:\n" << covFromHessian;

        drawInterface->setColor(0.0, 1.0, 0.0, 0.5);
        drawInterface->drawCovariance(gridMapUtil.getWorldCoordsPoint(estimate.start<2>()),covFromHessian.inverse());

        Eigen::Matrix3f covFromHessian3d(H * 1.0f);
        //std::cout << "\nCovFromHess:\n" << covFromHessian;

        drawInterface->setColor(1.0, 0.0, 0.0, 0.8);
        drawInterface->drawCovariance(gridMapUtil.getWorldCoordsPoint(estimate.start<2>()),(covFromHessian3d.inverse()).block<2,2>(0,0));
        */


      estimate[2] = util::normalize_angle(estimate[2]);

      covMatrix = Eigen::Matrix3f::Zero();
      //covMatrix.block<2,2>(0,0) = (H.block<2,2>(0,0).inverse());
      //covMatrix.block<2,2>(0,0) = (H.block<2,2>(0,0));


      /*
      covMatrix(0,0) = 1.0/(0.1*0.1);
      covMatrix(1,1) = 1.0/(0.1*0.1);
      covMatrix(2,2) = 1.0/((M_PI / 18.0f) * (M_PI / 18.0f));
      */


      covMatrix = H;

      return gridMapUtil.getWorldCoordsPose(estimate);
    }

    return beginEstimateWorld;
  }

protected:

  bool estimateTransformationLogLh(Eigen::Vector3f& estimate, ConcreteOccGridMapUtil& gridMapUtil, const DataContainer& dataPoints)
  {
    gridMapUtil.getCompleteHessianDerivs(estimate, dataPoints, H, dTr);
    //std::cout << "\nH\n" << H  << "\n";
    //std::cout << "\ndTr\n" << dTr  << "\n";


    if ((H(0, 0) != 0.0f) && (H(1, 1) != 0.0f)) {


      //H += Eigen::Matrix3f::Identity() * 1.0f;
      Eigen::Vector3f searchDir (H.inverse() * dTr);

      //std::cout << "\nsearchdir\n" << searchDir  << "\n";

      if (searchDir[2] > 0.2f) {
        searchDir[2] = 0.2f;
        std::cout << "SearchDir angle change too large\n";
      } else if (searchDir[2] < -0.2f) {
        searchDir[2] = -0.2f;
        std::cout << "SearchDir angle change too large\n";
      }

      updateEstimatedPose(estimate, searchDir);
      return true;
    }
    return false;
  }

  void updateEstimatedPose(Eigen::Vector3f& estimate, const Eigen::Vector3f& change)
  {
    estimate += change;
  }

  void drawScan(const Eigen::Vector3f& pose, const ConcreteOccGridMapUtil& gridMapUtil, const DataContainer& dataContainer)
  {
    drawInterface->setScale(0.02);

    Eigen::Affine2f transform(gridMapUtil.getTransformForState(pose));

    int size = dataContainer.getSize();
    for (int i = 0; i < size; ++i) {
      const Eigen::Vector2f& currPoint (dataContainer.getVecEntry(i));
      drawInterface->drawPoint(gridMapUtil.getWorldCoordsPoint(transform * currPoint));
    }
  }

protected:
  Eigen::Vector3f dTr;
  Eigen::Matrix3f H;

  DrawInterface* drawInterface;
  HectorDebugInfoInterface* debugInterface;
};

}


#endif

---

hector_mapping
Author(s): Stefan Kohlbrecher
autogenerated on Tue Mar 5 13:09:40 2013