UnscentedTransform.h

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// *****************************************************************
// Filename:    UnscentedTransform.h
// Copyright:   Kai Welke, Chair Prof. Dillmann (IAIM),
//              Institute for Anthropomatics (IFA),
//              Humanoids and Intelligence Systems Lab,
//              Karlsruhe Institute of Technology. All rights reserved.
// Author:      Kai Welke
// Date:        20.01.2010
// *****************************************************************
#pragma once
 
#include <Eigen/Eigen>
 
#include "Gaussian.h"
 
// *****************************************************************
// definition of class UnscenterTransform
// *****************************************************************
class UnscentedTransform
{
public:
    // construction / destruction
    UnscentedTransform(float fAlpha = 0.1, float fKappa = 0.0f, float fBeta = 2.0f);
 
    // retrieve sigmapoints in column order, if not diagonal has to be positive definite with eigenvalues >> 0
    Eigen::MatrixXd getSigmaPoints(const Gaussian& gaussian);
 
    // reassemble gaussian from sigmapoints
    Gaussian extractGaussian(Eigen::MatrixXd processedSigmaPoints);
 
private:
    Eigen::MatrixXd squareRoot(Eigen::MatrixXd input);
 
    float m_fAlpha;
    float m_fKappa;
    float m_fBeta;
 
    Eigen::VectorXd m_weights_m;
    Eigen::VectorXd m_weights_c;
};