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卡尔曼滤波

程序员文章站 2024-03-26 09:01:53
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卡尔曼滤波

#ifndef _KALMAN_H_
#define _KALMAN_H_

extern  KalmanGain;//增益
extern  EstimateCovariance;//估计协方差
extern  MeasureCovariance;//测量协方差
extern  EstimateValue;//估计值
extern void KalmanFilterInit(void);
extern      KalmanFilter(   Measure);
#endif



#include "config.h"
#include "math.h"

  KalmanGain;//  卡尔曼增益
  EstimateCovariance;//估计协方差
  MeasureCovariance;//测量协方差
  EstimateValue;//估计值

void KalmanFilterInit(void);

extern    float  KalmanFilter(float   Measure);


void KalmanFilterInit(void)
{
EstimateValue=0;

EstimateCovariance=0.1;
 MeasureCovariance=0.02;


}

 KalmanFilter(   Measure)
{

//计算卡尔曼增益
KalmanGain=EstimateCovariance*sqrt(1/(EstimateCovariance*EstimateCovariance+MeasureCovariance*MeasureCovariance));

//计算本次滤波估计值
EstimateValue=EstimateValue+KalmanGain*(Measure-EstimateValue);
//更新估计协方差

EstimateCovariance=sqrt(1-KalmanGain)*EstimateCovariance;
//更新测量方差
MeasureCovariance=sqrt(1-KalmanGain)*MeasureCovariance;
//返回估计值
return EstimateValue;
}