EKF: Don't do magnetic field estimation without earth frame measurements

Use horizontal acceleration to check if yaw is observable independent of the magnetometer.
Use rotation about the vertical to check if mag raises are observable.
If neither yaw of mag biases are observable, save the magnetic field variances and switch to magnetic yaw fusion.
Use the last learned declination when using magnetic yaw fusion so that the yaw reference remains consistent.
When yaw or biases become observable, reinstate the saved variances and switch back to 3D mag fusion.
This commit is contained in:
Paul Riseborough
2017-05-17 08:59:01 +02:00
committed by Lorenz Meier
parent 20db74eca8
commit 394dd95cba
6 changed files with 105 additions and 22 deletions
+67 -11
View File
@@ -888,9 +888,10 @@ void Ekf::controlMagFusion()
}
// If we are on ground, store the local position and time to use as a reference
// Also reset the flight alignment falg so that the mag fields will be re-initialised next time we achieve flight altitude
if (!_control_status.flags.in_air) {
_last_on_ground_posD = _state.pos(2);
_flt_mag_align_complete = false;
}
// checs for new magnetometer data tath has fallen beind the fusion time horizon
@@ -899,16 +900,66 @@ void Ekf::controlMagFusion()
// Determine if we should use simple magnetic heading fusion which works better when there are large external disturbances
// or the more accurate 3-axis fusion
if (_params.mag_fusion_type == MAG_FUSE_TYPE_AUTO) {
// start 3D fusion if in-flight and height has increased sufficiently
// to be away from ground magnetic anomalies
// don't switch back to heading fusion until we are back on the ground
// Check if height has increased sufficiently to be away from ground magnetic anomalies
bool height_achieved = (_last_on_ground_posD - _state.pos(2)) > 1.5f;
bool use_3D_fusion = _control_status.flags.in_air && (_control_status.flags.mag_3D || height_achieved);
if (use_3D_fusion && _control_status.flags.tilt_align) {
// if transitioning into 3-axis fusion mode, we need to initialise the yaw angle and field states
// Check if there has been enough change in horizontal velocity to make yaw observable
// Apply hysteresis to check to avoid rapid toggling
if (_yaw_angle_observable) {
_yaw_angle_observable = _accel_lpf_NE.norm() > _params.mag_acc_gate;
} else {
_yaw_angle_observable = _accel_lpf_NE.norm() > 2.0f * _params.mag_acc_gate;
}
_yaw_angle_observable = _yaw_angle_observable && (_control_status.flags.gps || _control_status.flags.ev_pos);
// check if there is enough yaw rotation to make the mag bias states observable
if (!_mag_bias_observable && (fabsf(_yaw_rate_lpf_ef) > _params.mag_yaw_rate_gate)) {
// initial yaw motion is detected
_mag_bias_observable = true;
_yaw_delta_ef = 0.0f;
_time_yaw_started = _imu_sample_delayed.time_us;
} else if (_mag_bias_observable) {
// monitor yaw rotation in 45 deg sections.
// a rotation of 45 deg is sufficient to make the mag bias observable
if (fabsf(_yaw_delta_ef) > 0.7854f) {
_time_yaw_started = _imu_sample_delayed.time_us;
_yaw_delta_ef = 0.0f;
}
// require sustained yaw motion of 50% the initial yaw rate threshold
float min_yaw_change_req = 0.5f * _params.mag_yaw_rate_gate * (1e-6f * (float)(_imu_sample_delayed.time_us - _time_yaw_started));
_mag_bias_observable = fabsf(_yaw_delta_ef) > min_yaw_change_req;
} else {
_mag_bias_observable = false;
}
// record the last time that movement was suitable for use of 3-axis magnetometer fusion
if (_mag_bias_observable || _yaw_angle_observable) {
_time_last_movement = _imu_sample_delayed.time_us;
}
// decide whether 3-axis magnetomer fusion can be used
bool use_3D_fusion = _control_status.flags.tilt_align && // Use of 3D fusion requires valid tilt estimates
_control_status.flags.in_air && // don't use when on the ground becasue of magnetic anomalies
(_flt_mag_align_complete || height_achieved) && // once in-flight field alignment has been performed, ignore relative height
((_imu_sample_delayed.time_us - _time_last_movement) < 2000000); // Using 3-axis fusion for a minimum period after to allow for false negatives
// perform switch-over
if (use_3D_fusion) {
if (!_control_status.flags.mag_3D) {
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
if (!_flt_mag_align_complete) {
// if transitioning into 3-axis fusion mode for the first time, we need to initialise the yaw angle and field states
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
_flt_mag_align_complete = true;
} else {
// reset the mag field covariances
zeroRows(P, 16, 21);
zeroCols(P, 16, 21);
// re-instate the last used variances
for (uint8_t index = 0; index <= 5; index ++) {
P[index+16][index+16] = _saved_mag_variance[index];
}
}
}
// use 3D mag fusion when airborne
@@ -916,9 +967,14 @@ void Ekf::controlMagFusion()
_control_status.flags.mag_3D = true;
} else {
// use heading fusion when on the ground
// save magnetic field state variances for next time
if (_control_status.flags.mag_3D) {
for (uint8_t index = 0; index <= 5; index ++) {
_saved_mag_variance[index] = P[index+16][index+16];
}
_control_status.flags.mag_3D = false;
}
_control_status.flags.mag_hdg = true;
_control_status.flags.mag_3D = false;
}
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_HEADING) {
@@ -943,7 +999,7 @@ void Ekf::controlMagFusion()
}
// if we are using 3-axis magnetometer fusion, but without external aiding, then the declination must be fused as an observation to prevent long term heading drift
// fusing declination when gps aiding is available is optional, but recommneded to prevent problem if the vehicle is static for extended periods of time
// fusing declination when gps aiding is available is optional, but recommended to prevent problem if the vehicle is static for extended periods of time
if (_control_status.flags.mag_3D && (!_control_status.flags.gps || (_params.mag_declination_source & MASK_FUSE_DECL))) {
_control_status.flags.mag_dec = true;