New gyro offset based divergence detection and protection. Pending flight tests

This commit is contained in:
Lorenz Meier 2014-06-10 23:14:57 +02:00
parent 2219dd3fc6
commit 5602d5dfa3
3 changed files with 74 additions and 26 deletions

View File

@ -1058,6 +1058,7 @@ FixedwingEstimator::task_main()
rep.health_flags |= (((uint8_t)ekf_report.velHealth) << 0);
rep.health_flags |= (((uint8_t)ekf_report.posHealth) << 1);
rep.health_flags |= (((uint8_t)ekf_report.hgtHealth) << 2);
rep.health_flags |= ((!(check == 4)) << 3);
rep.timeout_flags |= (((uint8_t)ekf_report.velTimeout) << 0);
rep.timeout_flags |= (((uint8_t)ekf_report.posTimeout) << 1);

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@ -2,12 +2,38 @@
#include <string.h>
#include <stdarg.h>
#define EKF_COVARIANCE_DIVERGED 1.0e8f
AttPosEKF::AttPosEKF()
/* NOTE: DO NOT initialize class members here. Use ZeroVariables()
* instead to allow clean in-air re-initialization.
*/
{
summedDelAng.zero();
summedDelVel.zero();
fuseVelData = false;
fusePosData = false;
fuseHgtData = false;
fuseMagData = false;
fuseVtasData = false;
onGround = true;
staticMode = true;
useAirspeed = true;
useCompass = true;
useRangeFinder = true;
numericalProtection = true;
refSet = false;
storeIndex = 0;
gpsHgt = 0.0f;
baroHgt = 0.0f;
GPSstatus = 0;
VtasMeas = 0.0f;
magDeclination = 0.0f;
dAngIMU.zero();
dVelIMU.zero();
memset(&last_ekf_error, 0, sizeof(last_ekf_error));
ZeroVariables();
InitialiseParameters();
@ -2052,10 +2078,45 @@ void AttPosEKF::ForceSymmetry()
{
P[i][j] = 0.5f * (P[i][j] + P[j][i]);
P[j][i] = P[i][j];
if ((fabsf(P[i][j]) > EKF_COVARIANCE_DIVERGED) ||
(fabsf(P[j][i]) > EKF_COVARIANCE_DIVERGED)) {
// XXX divergence report error
InitializeDynamic(velNED, magDeclination);
return;
}
float symmetric = 0.5f * (P[i][j] + P[j][i]);
P[i][j] = symmetric;
P[j][i] = symmetric;
}
}
}
bool AttPosEKF::GyroOffsetsDiverged()
{
// Detect divergence by looking for rapid changes of the gyro offset
Vector3f current_bias;
current_bias.x = states[10];
current_bias.y = states[11];
current_bias.z = states[12];
Vector3f delta = current_bias - lastGyroOffset;
float delta_len = delta.length();
float delta_len_scaled = 0.0f;
// Protect against division by zero
if (delta_len > 0.0f) {
float cov_mag = ConstrainFloat((P[10][10] + P[11][11] + P[12][12]), 1e-12f, 1e-8f);
delta_len_scaled = (5e-7 / cov_mag) * delta_len / dtIMU;
}
bool diverged = (delta_len_scaled > 1.0f);
lastGyroOffset = current_bias;
return diverged;
}
bool AttPosEKF::FilterHealthy()
{
if (!statesInitialised) {
@ -2265,7 +2326,7 @@ int AttPosEKF::CheckAndBound()
}
// Reset the filter if gyro offsets are excessive
if (fabs(states[10]) > 1.0f || fabsf(states[11]) > 1.0f || fabsf(states[12]) > 1.0f) {
if (GyroOffsetsDiverged()) {
FillErrorReport(&last_ekf_error);
InitializeDynamic(velNED, magDeclination);
@ -2408,27 +2469,7 @@ void AttPosEKF::ZeroVariables()
{
// Initialize on-init initialized variables
fusionModeGPS = 0;
covSkipCount = 0;
statesInitialised = false;
fuseVelData = false;
fusePosData = false;
fuseHgtData = false;
fuseMagData = false;
fuseVtasData = false;
onGround = true;
staticMode = true;
useAirspeed = true;
useCompass = true;
useRangeFinder = true;
numericalProtection = true;
refSet = false;
storeIndex = 0;
gpsHgt = 0.0f;
baroHgt = 0.0f;
GPSstatus = 0;
VtasMeas = 0.0f;
magDeclination = 0.0f;
// Do the data structure init
for (unsigned i = 0; i < n_states; i++) {
@ -2446,9 +2487,6 @@ void AttPosEKF::ZeroVariables()
summedDelAng.zero();
summedDelVel.zero();
dAngIMU.zero();
dVelIMU.zero();
for (unsigned i = 0; i < data_buffer_size; i++) {
for (unsigned j = 0; j < n_states; j++) {

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@ -72,7 +72,7 @@ public:
accelProcessNoise = 0.5f;
}
struct {
struct mag_state_struct {
unsigned obsIndex;
float MagPred[3];
float SH_MAG[9];
@ -88,7 +88,12 @@ public:
float magZbias;
float R_MAG;
Mat3f DCM;
} magstate;
};
struct mag_state_struct magstate;
struct mag_state_struct resetMagState;
// Global variables
@ -97,6 +102,7 @@ public:
float P[n_states][n_states]; // covariance matrix
float Kfusion[n_states]; // Kalman gains
float states[n_states]; // state matrix
float resetStates[n_states];
float storedStates[n_states][data_buffer_size]; // state vectors stored for the last 50 time steps
uint32_t statetimeStamp[data_buffer_size]; // time stamp for each state vector stored
@ -114,6 +120,7 @@ public:
float accNavMag; // magnitude of navigation accel (- used to adjust GPS obs variance (m/s^2)
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
Mat3f Tbn; // transformation matrix from body to NED coordinates
Mat3f Tnb; // transformation amtrix from NED to body coordinates
@ -272,6 +279,8 @@ protected:
bool FilterHealthy();
bool GyroOffsetsDiverged();
void ResetHeight(void);
void AttitudeInit(float ax, float ay, float az, float mx, float my, float mz, float declination, float *initQuat);