Much more aggressive reset logic bounding the filter effectively

This commit is contained in:
Lorenz Meier 2014-06-12 15:28:21 +02:00
parent ee34c1681b
commit 7983e105bf
3 changed files with 69 additions and 11 deletions

View File

@ -1,5 +1,6 @@
#include "estimator_23states.h"
#include <string.h>
#include <stdio.h>
#include <stdarg.h>
#define EKF_COVARIANCE_DIVERGED 1.0e8f
@ -33,6 +34,8 @@ AttPosEKF::AttPosEKF()
magDeclination = 0.0f;
dAngIMU.zero();
dVelIMU.zero();
ekfDiverged = false;
delAngTotal.zero();
memset(&last_ekf_error, 0, sizeof(last_ekf_error));
ZeroVariables();
@ -70,6 +73,10 @@ void AttPosEKF::UpdateStrapdownEquationsNED()
dVelIMU.y = dVelIMU.y;
dVelIMU.z = dVelIMU.z - states[13];
delAngTotal.x += correctedDelAng.x;
delAngTotal.y += correctedDelAng.y;
delAngTotal.z += correctedDelAng.z;
// Save current measurements
Vector3f prevDelAng = correctedDelAng;
@ -201,7 +208,8 @@ void AttPosEKF::CovariancePrediction(float dt)
float nextP[n_states][n_states];
// calculate covariance prediction process noise
for (uint8_t i= 0; i<=9; i++) processNoise[i] = 1.0e-9f;
for (uint8_t i= 0; i<4; i++) processNoise[i] = 1.0e-9f;
for (uint8_t i= 4; i<10; i++) processNoise[i] = 1.0e-9f;
for (uint8_t i=10; i<=12; i++) processNoise[i] = dt * dAngBiasSigma;
// scale gyro bias noise when on ground to allow for faster bias estimation
for (uint8_t i=10; i<=12; i++) processNoise[i] = dt * dAngBiasSigma;
@ -2081,7 +2089,7 @@ void AttPosEKF::ForceSymmetry()
if ((fabsf(P[i][j]) > EKF_COVARIANCE_DIVERGED) ||
(fabsf(P[j][i]) > EKF_COVARIANCE_DIVERGED)) {
// XXX divergence report error
last_ekf_error.covariancesExcessive = true;
InitializeDynamic(velNED, magDeclination);
return;
}
@ -2117,6 +2125,24 @@ bool AttPosEKF::GyroOffsetsDiverged()
return diverged;
}
bool AttPosEKF::VelNEDDiverged()
{
Vector3f current_vel;
current_vel.x = states[4];
current_vel.y = states[5];
current_vel.z = states[6];
Vector3f gps_vel;
gps_vel.x = velNED[0];
gps_vel.y = velNED[1];
gps_vel.z = velNED[2];
Vector3f delta = current_vel - gps_vel;
float delta_len = delta.length();
return (delta_len > 8.0f);
}
bool AttPosEKF::FilterHealthy()
{
if (!statesInitialised) {
@ -2188,6 +2214,7 @@ void AttPosEKF::FillErrorReport(struct ekf_status_report *err)
{
err->states[i] = states[i];
}
err->n_states = n_states;
err->velHealth = current_ekf_state.velHealth;
err->posHealth = current_ekf_state.posHealth;
@ -2290,13 +2317,19 @@ int AttPosEKF::CheckAndBound()
// Store the old filter state
bool currStaticMode = staticMode;
if (ekfDiverged) {
ekfDiverged = false;
}
int ret = 0;
// Reset the filter if the states went NaN
if (StatesNaN(&last_ekf_error)) {
ekf_debug("re-initializing dynamic");
InitializeDynamic(velNED, magDeclination);
return 1;
ret = 1;
}
// Reset the filter if the IMU data is too old
@ -2308,7 +2341,7 @@ int AttPosEKF::CheckAndBound()
ResetStoredStates();
// that's all we can do here, return
return 2;
ret = 2;
}
// Check if we're on ground - this also sets static mode.
@ -2322,7 +2355,7 @@ int AttPosEKF::CheckAndBound()
ResetHeight();
ResetStoredStates();
return 3;
ret = 3;
}
// Reset the filter if gyro offsets are excessive
@ -2331,10 +2364,23 @@ int AttPosEKF::CheckAndBound()
InitializeDynamic(velNED, magDeclination);
// that's all we can do here, return
return 4;
ret = 4;
}
return 0;
// Reset the filter if it diverges too far from GPS
if (VelNEDDiverged()) {
FillErrorReport(&last_ekf_error);
InitializeDynamic(velNED, magDeclination);
// that's all we can do here, return
ret = 5;
}
if (ret) {
ekfDiverged = true;
}
return ret;
}
void AttPosEKF::AttitudeInit(float ax, float ay, float az, float mx, float my, float mz, float declination, float *initQuat)
@ -2386,6 +2432,8 @@ void AttPosEKF::AttitudeInit(float ax, float ay, float az, float mx, float my, f
void AttPosEKF::InitializeDynamic(float (&initvelNED)[3], float declination)
{
ZeroVariables();
// Fill variables with valid data
velNED[0] = initvelNED[0];
velNED[1] = initvelNED[1];
@ -2469,6 +2517,7 @@ void AttPosEKF::ZeroVariables()
{
// Initialize on-init initialized variables
storeIndex = 0;
// Do the data structure init
@ -2486,6 +2535,7 @@ void AttPosEKF::ZeroVariables()
correctedDelAng.zero();
summedDelAng.zero();
summedDelVel.zero();
lastGyroOffset.zero();
for (unsigned i = 0; i < data_buffer_size; i++) {

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@ -2,6 +2,9 @@
#include "estimator_utilities.h"
const unsigned int n_states = 23;
const unsigned int data_buffer_size = 50;
class AttPosEKF {
public:
@ -121,6 +124,7 @@ public:
Vector3f earthRateNED; // earths angular rate vector in NED (rad/s)
Vector3f angRate; // angular rate vector in XYZ body axes measured by the IMU (rad/s)
Vector3f lastGyroOffset; // Last gyro offset
Vector3f delAngTotal;
Mat3f Tbn; // transformation matrix from body to NED coordinates
Mat3f Tnb; // transformation amtrix from NED to body coordinates
@ -180,6 +184,8 @@ public:
bool useCompass; ///< boolean true if magnetometer data is being used
bool useRangeFinder; ///< true when rangefinder is being used
bool ekfDiverged;
struct ekf_status_report current_ekf_state;
struct ekf_status_report last_ekf_error;
@ -281,6 +287,8 @@ bool FilterHealthy();
bool GyroOffsetsDiverged();
bool VelNEDDiverged();
void ResetHeight(void);
void AttitudeInit(float ax, float ay, float az, float mx, float my, float mz, float declination, float *initQuat);

View File

@ -46,9 +46,6 @@ Vector3f operator*(Vector3f vecIn1, float sclIn1);
void swap_var(float &d1, float &d2);
const unsigned int n_states = 23;
const unsigned int data_buffer_size = 50;
enum GPS_FIX {
GPS_FIX_NOFIX = 0,
GPS_FIX_2D = 2,
@ -65,7 +62,8 @@ struct ekf_status_report {
uint32_t velFailTime;
uint32_t posFailTime;
uint32_t hgtFailTime;
float states[n_states];
float states[32];
unsigned n_states;
bool angNaN;
bool summedDelVelNaN;
bool KHNaN;
@ -74,6 +72,8 @@ struct ekf_status_report {
bool covarianceNaN;
bool kalmanGainsNaN;
bool statesNaN;
bool gyroOffsetsExcessive;
bool covariancesExcessive;
};
void ekf_debug(const char *fmt, ...);