Browse Source

EKF: Rework use of fuseDeclination()

Simplify calling so that it is only called in two ways:
1) Immediately before 3-axis mag fusion if not called since the last earth field covariance reset so that the earth field declination information can be formed.
2) Immediately after 3-axis mag fusion otherwise.
master
Paul Riseborough 6 years ago committed by Daniel Agar
parent
commit
bd1647a7fb
  1. 33
      EKF/control.cpp
  2. 5
      EKF/covariance.cpp
  3. 1
      EKF/ekf.h
  4. 13
      EKF/ekf_helper.cpp

33
EKF/control.cpp

@ -1365,6 +1365,7 @@ void Ekf::controlMagFusion() @@ -1365,6 +1365,7 @@ void Ekf::controlMagFusion()
}
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
_control_status.flags.mag_hdg = false;
return;
@ -1519,24 +1520,20 @@ void Ekf::controlMagFusion() @@ -1519,24 +1520,20 @@ void Ekf::controlMagFusion()
// before they are used to constrain heading drift
_flt_mag_align_converging = ((_imu_sample_delayed.time_us - _flt_mag_align_start_time) < (uint64_t)5e6);
if (!_control_status.flags.update_mag_states_only && _control_status_prev.flags.update_mag_states_only) {
if (_control_status.flags.mag_3D && _control_status_prev.flags.update_mag_states_only && !_control_status.flags.update_mag_states_only) {
// When re-commencing use of magnetometer to correct vehicle states
// set the field state variance to the observation variance and zero
// the covariance terms to allow the field states re-learn rapidly
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
for (uint8_t index = 0; index <= 5; index ++) {
P[index + 16][index + 16] = sq(_params.mag_noise);
}
if (_control_status.flags.mag_3D) {
// Fuse the declination angle to prevent rapid rotation of earth field vector estimates
fuseDeclination(0.02f);
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
save_mag_cov_data();
}
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
save_mag_cov_data();
}
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_HEADING) {
@ -1602,10 +1599,22 @@ void Ekf::controlMagFusion() @@ -1602,10 +1599,22 @@ void Ekf::controlMagFusion()
// fuse magnetometer data using the selected methods
if (_control_status.flags.mag_3D && _control_status.flags.yaw_align) {
fuseMag();
if (_control_status.flags.mag_dec) {
fuseDeclination(0.5f);
if (!_mag_decl_cov_reset) {
// After any magnetic field covariance reset event the earth field state
// covariances need to be corrected to incorporate knowedge of the declination
// before fusing magnetomer data to prevent rapid rotation of the earth field
// states for the first few observations.
fuseDeclination(0.02f);
_mag_decl_cov_reset = true;
fuseMag();
} else {
// The normal sequence is to fuse the magnetmer data first before fusing
// declination angle at a higher uncertainty to allow some learning of
// declination angle over time.
fuseMag();
if (_control_status.flags.mag_dec) {
fuseDeclination(0.5f);
}
}
} else if (_control_status.flags.mag_hdg && _control_status.flags.yaw_align) {

5
EKF/covariance.cpp

@ -847,6 +847,7 @@ void Ekf::fixCovarianceErrors() @@ -847,6 +847,7 @@ void Ekf::fixCovarianceErrors()
if (!_control_status.flags.mag_3D) {
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
} else {
// constrain variances
@ -887,15 +888,13 @@ void Ekf::resetMagCovariance() @@ -887,15 +888,13 @@ void Ekf::resetMagCovariance()
// set the magnetic field covariance terms to zero
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
// set the field state variance to the observation variance
for (uint8_t rc_index = 16; rc_index <= 21; rc_index ++) {
P[rc_index][rc_index] = sq(_params.mag_noise);
}
// Fuse the declination angle to prevent rapid rotation of earth field vector estimates
fuseDeclination(0.02f);
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
save_mag_cov_data();
}

1
EKF/ekf.h

@ -340,6 +340,7 @@ private: @@ -340,6 +340,7 @@ private:
float _last_static_yaw{0.0f}; ///< last yaw angle recorded when on ground motion checks were passing (rad)
bool _vehicle_at_rest_prev{false}; ///< true when the vehicle was at rest the previous time the status was checked
bool _mag_yaw_reset_req{false}; ///< true when a reset of the yaw using the magnetomer data has been requested
bool _mag_decl_cov_reset{false}; ///< true after the fuseDeclination() function has been used to modify the earth field covariances after a magnetic field reset event.
float P[_k_num_states][_k_num_states] {}; ///< state covariance matrix

13
EKF/ekf_helper.cpp

@ -486,15 +486,13 @@ bool Ekf::realignYawGPS() @@ -486,15 +486,13 @@ bool Ekf::realignYawGPS()
// reset the corresponding rows and columns in the covariance matrix and set the variances on the magnetic field states to the measurement variance
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
if (_control_status.flags.mag_3D) {
for (uint8_t index = 16; index <= 21; index ++) {
P[index][index] = sq(_params.mag_noise);
}
// Fuse the declination angle to prevent rapid rotation of earth field vector estimates
fuseDeclination(0.02f);
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
save_mag_cov_data();
}
@ -529,15 +527,13 @@ bool Ekf::realignYawGPS() @@ -529,15 +527,13 @@ bool Ekf::realignYawGPS()
// reset the corresponding rows and columns in the covariance matrix and set the variances on the magnetic field states to the measurement variance
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
if (_control_status.flags.mag_3D) {
for (uint8_t index = 16; index <= 21; index ++) {
P[index][index] = sq(_params.mag_noise);
}
// Fuse the declination angle to prevent rapid rotation of earth field vector estimates
fuseDeclination(0.02f);
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
save_mag_cov_data();
}
@ -572,6 +568,7 @@ bool Ekf::resetMagHeading(Vector3f &mag_init) @@ -572,6 +568,7 @@ bool Ekf::resetMagHeading(Vector3f &mag_init)
}
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
_control_status.flags.mag_hdg = false;
return false;
@ -701,15 +698,13 @@ bool Ekf::resetMagHeading(Vector3f &mag_init) @@ -701,15 +698,13 @@ bool Ekf::resetMagHeading(Vector3f &mag_init)
// reset the corresponding rows and columns in the covariance matrix and set the variances on the magnetic field states to the measurement variance
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
_mag_decl_cov_reset = false;
if (_control_status.flags.mag_3D) {
for (uint8_t index = 16; index <= 21; index ++) {
P[index][index] = sq(_params.mag_noise);
}
// Fuse the declination angle to prevent rapid rotation of earth field vector estimates
fuseDeclination(0.02f);
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
save_mag_cov_data();
}

Loading…
Cancel
Save