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2016-01-25 17:57:49 +01:00
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code/lukas/TurnEvaluation.h Executable file
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#ifndef TURNEVALUATION_H
#define TURNEVALUATION_H
#include "../particles/MyState.h"
#include "TurnObservation.h"
#include <boost/math/special_functions/bessel.hpp>
#include <math.h>
static double sigma_heading = 35;
class TurnEvaluation {
//All calculations use degree not rad!!!
public:
double getProbability(const MyState& state, const TurnObservation* obs, bool simple = false) const {
//Particle's heading change
double delta_heading_particle = state.heading - state.heading_old;
//Correct offset of the heading change
if (delta_heading_particle < -180) {
delta_heading_particle += 360;
}
else if (delta_heading_particle > 180) {
delta_heading_particle -= 360;
}
//Switch between simple and improved evaluation
//"Simple" only evaluates the deviation between the measured heading and the particle heading change using
//normal distribution
if(simple) {
double sigma_delta_heading = sigma_heading;
const double p = K::NormalDistribution::getProbability(obs->delta_heading, sigma_delta_heading, delta_heading_particle);
return p;
}
//use the von Mises distribution
else {
//Here some calculations must be done in rad
double delta_heading_obs_rad = obs->delta_heading * 3.14159265359 / 180.0;
double delta_motion_rad = obs -> delta_motion * 3.14159265359 / 180.0;
//Equation for estimating kappa value of von Mises distribution
//empirically estimated
double kappa = 0.0;
kappa = 5.0 / exp(2 * delta_motion_rad);
double delta_heading_particle_rad = delta_heading_particle * 3.14159265359 / 180.0;
//pdf von mises distribution (http://en.wikipedia.org/wiki/Von_Mises_distribution)
const double p = exp(kappa * cos(delta_heading_obs_rad - delta_heading_particle_rad)) / (2.0 * 3.14159265359 * boost::math::cyl_bessel_i(0, kappa));
return p;
}
}
};
#endif // TURNEVALUATION_H