Files
PX4-Autopilot/src/modules/ekf2/EKF/mag_3d_control.cpp
T
Mathieu Bresciani 74a54b3b12 EKF2: improve resilience against incorrect mag data
- when GNSS is used require low mag heading innovations during
  horizontal acceleration (yaw observable) to validate the mag
- only fuse mag heading just enough to constrain the yaw estimate
  variance to a sane value. Leave enough uncertainty to allow for a
  correction when the yaw is observable through GNSS fusion
2023-08-17 09:55:15 -04:00

220 lines
8.4 KiB
C++

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/**
* @file mag_3d_control.cpp
* Control functions for ekf mag 3D fusion
*/
#include "ekf.h"
void Ekf::controlMag3DFusion(const magSample &mag_sample, const bool common_starting_conditions_passing,
estimator_aid_source3d_s &aid_src)
{
static constexpr const char *AID_SRC_NAME = "mag";
resetEstimatorAidStatus(aid_src);
const bool wmm_updated = (_wmm_gps_time_last_set > aid_src.time_last_fuse);
// determine if we should use mag fusion
bool continuing_conditions_passing = (_params.mag_fusion_type != MagFuseType::NONE)
&& _control_status.flags.tilt_align
&& (_control_status.flags.yaw_align || (!_control_status.flags.ev_yaw && !_control_status.flags.yaw_align))
&& (wmm_updated || checkHaglYawResetReq() || isRecent(_time_last_mov_3d_mag_suitable, (uint64_t)3e6))
&& mag_sample.mag.longerThan(0.f)
&& mag_sample.mag.isAllFinite();
const bool starting_conditions_passing = common_starting_conditions_passing
&& continuing_conditions_passing;
// For the first few seconds after in-flight alignment we allow the magnetic field state estimates to stabilise
// before they are used to constrain heading drift
_control_status.flags.mag_3D = (_params.mag_fusion_type == MagFuseType::AUTO)
&& _control_status.flags.mag
&& _control_status.flags.mag_aligned_in_flight
&& (_control_status.flags.mag_heading_consistent || !_control_status.flags.gps)
&& !_control_status.flags.mag_fault
&& isRecent(aid_src.time_last_fuse, 500'000)
&& getMagBiasVariance().longerThan(0.f) && !getMagBiasVariance().longerThan(sq(0.02f))
&& !_control_status.flags.ev_yaw
&& !_control_status.flags.gps_yaw;
// TODO: allow clearing mag_fault if mag_3d is good?
if (_control_status.flags.mag_3D && !_control_status_prev.flags.mag_3D) {
ECL_INFO("starting mag 3D fusion");
} else if (!_control_status.flags.mag_3D && _control_status_prev.flags.mag_3D) {
ECL_INFO("stopping mag 3D fusion");
}
// if we are using 3-axis magnetometer fusion, but without external NE 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 recommended to prevent
// problem if the vehicle is static for extended periods of time
const bool mag_decl_user_selected = (_params.mag_declination_source & GeoDeclinationMask::FUSE_DECL);
const bool not_using_ne_aiding = !_control_status.flags.gps;
_control_status.flags.mag_dec = (_control_status.flags.mag && (not_using_ne_aiding || mag_decl_user_selected));
if (_control_status.flags.mag) {
aid_src.timestamp_sample = mag_sample.time_us;
aid_src.fusion_enabled = true;
if (continuing_conditions_passing && _control_status.flags.yaw_align) {
if (mag_sample.reset || checkHaglYawResetReq()) {
ECL_INFO("reset to %s", AID_SRC_NAME);
resetMagStates(_mag_lpf.getState(), _control_status.flags.mag_hdg || _control_status.flags.mag_3D);
aid_src.time_last_fuse = _time_delayed_us;
} else {
if (!_mag_decl_cov_reset) {
// After any magnetic field covariance reset event the earth field state
// covariances need to be corrected to incorporate knowledge of the declination
// before fusing magnetometer data to prevent rapid rotation of the earth field
// states for the first few observations.
fuseDeclination(0.02f);
_mag_decl_cov_reset = true;
fuseMag(mag_sample.mag, aid_src, false);
} else {
// The normal sequence is to fuse the magnetometer data first before fusing
// declination angle at a higher uncertainty to allow some learning of
// declination angle over time.
const bool update_all_states = _control_status.flags.mag_3D;
fuseMag(mag_sample.mag, aid_src, update_all_states);
if (_control_status.flags.mag_dec) {
fuseDeclination(0.5f);
}
}
}
const bool is_fusion_failing = isTimedOut(aid_src.time_last_fuse, _params.reset_timeout_max);
if (is_fusion_failing) {
if (_nb_mag_3d_reset_available > 0) {
// Data seems good, attempt a reset (mag states only unless mag_3D currently active)
ECL_WARN("%s fusion failing, resetting", AID_SRC_NAME);
resetMagStates(_mag_lpf.getState(), _control_status.flags.mag_hdg || _control_status.flags.mag_3D);
aid_src.time_last_fuse = _time_delayed_us;
if (_control_status.flags.in_air) {
_nb_mag_3d_reset_available--;
}
} else if (starting_conditions_passing) {
// Data seems good, but previous reset did not fix the issue
// something else must be wrong, declare the sensor faulty and stop the fusion
//_control_status.flags.mag_fault = true;
ECL_WARN("stopping %s fusion, starting conditions failing", AID_SRC_NAME);
stopMagFusion();
} else {
// A reset did not fix the issue but all the starting checks are not passing
// This could be a temporary issue, stop the fusion without declaring the sensor faulty
ECL_WARN("stopping %s, fusion failing", AID_SRC_NAME);
stopMagFusion();
}
}
} else {
// Stop fusion but do not declare it faulty
ECL_DEBUG("stopping %s fusion, continuing conditions no longer passing", AID_SRC_NAME);
stopMagFusion();
}
} else {
if (starting_conditions_passing) {
_control_status.flags.mag = true;
loadMagCovData();
// activate fusion, reset mag states and initialize variance if first init or in flight reset
if (!_control_status.flags.yaw_align
|| wmm_updated
|| !_mag_decl_cov_reset
|| !_state.mag_I.longerThan(0.f)
|| (P.slice<3, 3>(16, 16).diag().min() < sq(0.0001f)) // mag_I
|| (P.slice<3, 3>(19, 19).diag().min() < sq(0.0001f)) // mag_B
) {
ECL_INFO("starting %s fusion, resetting states", AID_SRC_NAME);
bool reset_heading = !_control_status.flags.yaw_align;
resetMagStates(_mag_lpf.getState(), reset_heading);
if (reset_heading) {
_control_status.flags.yaw_align = true;
}
} else {
ECL_INFO("starting %s fusion", AID_SRC_NAME);
fuseMag(mag_sample.mag, aid_src, false);
}
aid_src.time_last_fuse = _time_delayed_us;
_nb_mag_3d_reset_available = 2;
}
}
aid_src.fusion_enabled = _control_status.flags.mag;
}
void Ekf::stopMagFusion()
{
if (_control_status.flags.mag) {
ECL_INFO("stopping mag fusion");
_control_status.flags.mag = false;
_control_status.flags.mag_dec = false;
if (_control_status.flags.mag_3D) {
ECL_INFO("stopping mag 3D fusion");
_control_status.flags.mag_3D = false;
}
_fault_status.flags.bad_mag_x = false;
_fault_status.flags.bad_mag_y = false;
_fault_status.flags.bad_mag_z = false;
_fault_status.flags.bad_mag_decl = false;
saveMagCovData();
}
}