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synced 2026-06-24 15:20:34 +08:00
ekf2: allow yaw estimator to run on ground (not at rest) and init yaw align
- add a common resetMagStates() that uses the WMM to reinit mag states (I & B) if possible
This commit is contained in:
@@ -222,9 +222,11 @@ public:
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bool isYawFinalAlignComplete() const
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{
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const bool is_using_mag = (_control_status.flags.mag_3D || _control_status.flags.mag_hdg);
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const bool is_mag_alignment_in_flight_complete = is_using_mag
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&& _control_status.flags.mag_aligned_in_flight
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&& ((_imu_sample_delayed.time_us - _flt_mag_align_start_time) > (uint64_t)1e6);
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return _control_status.flags.yaw_align
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&& (is_mag_alignment_in_flight_complete || !is_using_mag);
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}
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@@ -836,7 +838,9 @@ private:
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void controlGpsFusion();
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bool shouldResetGpsFusion() const;
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bool hasHorizontalAidingTimedOut() const;
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bool isYawFailure() const;
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bool isYawError(float error_threshold = math::radians(10.f)) const;
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bool isYawFailure() const { return isYawError(math::radians(25.f)); }
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void controlGpsYawFusion(bool gps_checks_passing, bool gps_checks_failing);
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@@ -862,6 +866,8 @@ private:
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void runMagAndMagDeclFusions(const Vector3f &mag);
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void run3DMagAndDeclFusions(const Vector3f &mag);
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bool resetMagStates();
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// control fusion of range finder observations
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void controlRangeFinderFusion();
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@@ -356,22 +356,22 @@ bool Ekf::realignYawGPS(bool force)
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}
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// check for excessive horizontal GPS velocity innovations
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const bool badVelInnov = (_gps_vel_test_ratio(0) > 1.f) && _control_status.flags.gps;
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const bool bad_vel_innov = (_gps_vel_test_ratio(0) > 1.f) && _control_status.flags.gps;
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// calculate GPS course over ground angle
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const float gpsCOG = atan2f(_gps_sample_delayed.vel(1), _gps_sample_delayed.vel(0));
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const float gps_cog = atan2f(_gps_sample_delayed.vel(1), _gps_sample_delayed.vel(0));
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// calculate course yaw angle
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const float ekfCOG = atan2f(_state.vel(1), _state.vel(0));
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const float ekf_cog = atan2f(_state.vel(1), _state.vel(0));
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// Check the EKF and GPS course over ground for consistency
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const float courseYawError = wrap_pi(gpsCOG - ekfCOG);
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const float course_yaw_error = wrap_pi(gps_cog - ekf_cog);
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// If the angles disagree and horizontal GPS velocity innovations are large or no previous yaw alignment, we declare the magnetic yaw as bad
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const bool badYawErr = fabsf(courseYawError) > math::radians(25.f);
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const bool badMagYaw = (badYawErr && badVelInnov);
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const bool bad_yaw_error = fabsf(course_yaw_error) > math::radians(25.f);
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const bool bad_mag_yaw = (bad_yaw_error && bad_vel_innov);
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if (badMagYaw) {
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if (bad_mag_yaw) {
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_num_bad_flight_yaw_events++;
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_warning_events.flags.bad_yaw_using_gps_course = true;
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@@ -389,7 +389,9 @@ bool Ekf::realignYawGPS(bool force)
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}
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// correct yaw angle using GPS ground course if compass yaw bad or yaw is previously not aligned
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if (badMagYaw || !_control_status.flags.yaw_align || force) {
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if (bad_mag_yaw || !_control_status.flags.yaw_align || force) {
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ECL_INFO("realign yaw GPS resetting yaw");
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// calculate new yaw estimate
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float yaw_new;
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@@ -398,7 +400,7 @@ bool Ekf::realignYawGPS(bool force)
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// This is our first flight alignment so we can assume that the recent change in velocity has occurred due to a
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// forward direction takeoff or launch and therefore the inertial and GPS ground course discrepancy is due to yaw error
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const float current_yaw = getEulerYaw(_R_to_earth);
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yaw_new = current_yaw + courseYawError;
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yaw_new = current_yaw + course_yaw_error;
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_control_status.flags.mag_aligned_in_flight = true;
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} else if (_control_status.flags.wind) {
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@@ -409,7 +411,7 @@ bool Ekf::realignYawGPS(bool force)
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} else {
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// we don't have wind estimates, so align yaw to the GPS velocity vector
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yaw_new = gpsCOG;
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yaw_new = gps_cog;
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}
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// use the combined EKF and GPS speed variance to calculate a rough estimate of the yaw error after alignment
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@@ -419,37 +421,20 @@ bool Ekf::realignYawGPS(bool force)
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// Apply updated yaw and yaw variance to states and covariances
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resetQuatStateYaw(yaw_new, yaw_variance_new, true);
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// Use the last magnetometer measurements to reset the field states
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_state.mag_B.zero();
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_state.mag_I = _R_to_earth * _mag_lpf.getState();
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resetMagCov();
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// record the start time for the magnetic field alignment
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_flt_mag_align_start_time = _imu_sample_delayed.time_us;
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_control_status.flags.yaw_align = true;
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// If heading was bad, then we also need to reset the velocity and position states
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if (badMagYaw) {
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if (bad_mag_yaw && _control_status.flags.gps) {
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resetVelocityToGps(_gps_sample_delayed);
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resetHorizontalPositionToGps(_gps_sample_delayed);
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}
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return true;
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} else {
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// align mag states only
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// calculate initial earth magnetic field states
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_state.mag_I = _R_to_earth * _mag_lpf.getState();
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resetMagCov();
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// record the start time for the magnetic field alignment
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_flt_mag_align_start_time = _imu_sample_delayed.time_us;
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resetMagStates();
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return true;
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}
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return false;
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}
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// Reset heading and magnetic field states
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@@ -472,6 +457,8 @@ bool Ekf::resetMagHeading()
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if ((_params.mag_fusion_type <= MAG_FUSE_TYPE_3D) || ((_params.mag_fusion_type == MAG_FUSE_TYPE_INDOOR) && heading_required_for_navigation)) {
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ECL_INFO("reset mag heading resetting yaw");
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const Vector3f mag_init = _mag_lpf.getState();
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// rotate the magnetometer measurements into earth frame using a zero yaw angle
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@@ -1523,6 +1510,9 @@ void Ekf::saveMagCovData()
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void Ekf::loadMagCovData()
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{
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P.uncorrelateCovarianceSetVariance<3>(16, 0.0f);
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P.uncorrelateCovarianceSetVariance<3>(19, 0.0f);
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// re-instate variances for the XYZ body axis field
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P(19, 19) = _saved_mag_bf_variance(0);
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P(20, 20) = _saved_mag_bf_variance(1);
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@@ -1556,6 +1546,48 @@ void Ekf::stopAirspeedFusion()
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void Ekf::startGpsFusion()
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{
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if (!_control_status.flags.gps) {
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bool yaw_reset_needed = false;
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if (_control_status.flags.ev_yaw) {
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// Stop the vision for yaw fusion and do not allow it to start again
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stopEvYawFusion();
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yaw_reset_needed = true;
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}
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if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
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if (_mag_inhibit_yaw_reset_req || _mag_yaw_reset_req) {
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yaw_reset_needed = true;
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}
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}
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if (isYawEmergencyEstimateAvailable() && isYawError(math::radians(10.f))) {
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yaw_reset_needed = true;
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}
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// Do not use external vision for yaw if using GPS because yaw needs to be
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// defined relative to an NED reference frame
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if (yaw_reset_needed) {
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if (resetYawToEKFGSF()) {
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ECL_INFO("starting GPS, reset yaw using yaw estimator");
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} else if (resetYawToGps()) {
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ECL_INFO("starting GPS, reset yaw to GPS");
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} else if (realignYawGPS(true)) {
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ECL_INFO("starting GPS, reset yaw using GPS course");
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} else if (resetMagHeading()) {
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ECL_INFO("starting GPS, reset yaw using mag");
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} else {
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// all failed
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ECL_WARN("starting GPS, yaw reset failed");
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_mag_yaw_reset_req = true;
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}
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}
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resetHorizontalPositionToGps(_gps_sample_delayed);
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// when already using another velocity source velocity reset is not necessary
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@@ -1744,30 +1776,25 @@ void Ekf::resetQuatStateYaw(float yaw, float yaw_variance, bool update_buffer)
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// Returns true if the reset was successful
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bool Ekf::resetYawToEKFGSF()
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{
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if (!isYawEmergencyEstimateAvailable()) {
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// The minimum time interval between resets to the EKF-GSF estimate is limited to allow the EKF-GSF time
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// to improve its estimate if the previous reset was not successful.
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if (!isYawEmergencyEstimateAvailable()
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&& isTimedOut(_ekfgsf_yaw_reset_time, 5000000)
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&& _ekfgsf_yaw_reset_count < _params.EKFGSF_reset_count_limit) {
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return false;
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}
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resetQuatStateYaw(_yawEstimator.getYaw(), _yawEstimator.getYawVar(), true);
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// record a magnetic field alignment event to prevent possibility of the EKF trying to reset the yaw to the mag later in flight
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_flt_mag_align_start_time = _imu_sample_delayed.time_us;
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_control_status.flags.yaw_align = true;
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if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
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// stop using the magnetometer in the main EKF otherwise it's fusion could drag the yaw around
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// and cause another navigation failure
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_control_status.flags.mag_fault = true;
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_warning_events.flags.emergency_yaw_reset_mag_stopped = true;
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} else if (_control_status.flags.gps_yaw) {
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_control_status.flags.gps_yaw_fault = true;
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_warning_events.flags.emergency_yaw_reset_gps_yaw_stopped = true;
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}
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_information_events.flags.yaw_aligned_to_imu_gps = true;
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_ekfgsf_yaw_reset_time = _time_last_imu;
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_ekfgsf_yaw_reset_count++;
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resetMagStates();
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return true;
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}
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@@ -53,6 +53,15 @@ void Ekf::controlGpsFusion()
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controlGpsYawFusion(gps_checks_passing, gps_checks_failing);
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if (!_control_status.flags.yaw_align && _control_status.flags.tilt_align
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&& gps_checks_passing && !gps_checks_failing
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&& isYawEmergencyEstimateAvailable()) {
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if (resetYawToEKFGSF()) {
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ECL_INFO("Yaw aligned using IMU and GPS");
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}
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}
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// Determine if we should use GPS aiding for velocity and horizontal position
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// To start using GPS we need angular alignment completed, the local NED origin set and GPS data that has not failed checks recently
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const bool mandatory_conditions_passing = _control_status.flags.tilt_align
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@@ -79,23 +88,33 @@ void Ekf::controlGpsFusion()
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if (isYawFailure()
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&& _control_status.flags.in_air
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&& !was_gps_signal_lost
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&& _ekfgsf_yaw_reset_count < _params.EKFGSF_reset_count_limit
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&& isTimedOut(_ekfgsf_yaw_reset_time, 5000000)) {
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// The minimum time interval between resets to the EKF-GSF estimate is limited to allow the EKF-GSF time
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// to improve its estimate if the previous reset was not successful.
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if (resetYawToEKFGSF()) {
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ECL_WARN("GPS emergency yaw reset");
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&& resetYawToEKFGSF()) {
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ECL_WARN("GPS emergency yaw reset");
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if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
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// stop using the magnetometer in the main EKF otherwise it's fusion could drag the yaw around
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// and cause another navigation failure
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_control_status.flags.mag_fault = true;
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_warning_events.flags.emergency_yaw_reset_mag_stopped = true;
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} else if (_control_status.flags.gps_yaw) {
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_control_status.flags.gps_yaw_fault = true;
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_warning_events.flags.emergency_yaw_reset_gps_yaw_stopped = true;
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} else if (_control_status.flags.ev_yaw) {
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stopEvYawFusion();
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}
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} else {
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_warning_events.flags.gps_fusion_timout = true;
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ECL_WARN("GPS fusion timeout - resetting");
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// use GPS velocity data to check and correct yaw angle if a FW vehicle
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if (_control_status.flags.fixed_wing && _control_status.flags.in_air) {
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// if flying a fixed wing aircraft, do a complete reset that includes yaw
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realignYawGPS();
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}
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_warning_events.flags.gps_fusion_timout = true;
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ECL_WARN("GPS fusion timeout - resetting");
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}
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resetVelocityToGps(_gps_sample_delayed);
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@@ -120,29 +139,7 @@ void Ekf::controlGpsFusion()
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} else {
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if (starting_conditions_passing) {
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// Do not use external vision for yaw if using GPS because yaw needs to be
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// defined relative to an NED reference frame
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if (_control_status.flags.ev_yaw
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|| _mag_inhibit_yaw_reset_req
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|| _mag_yaw_reset_req) {
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_mag_yaw_reset_req = true;
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// Stop the vision for yaw fusion and do not allow it to start again
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stopEvYawFusion();
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} else {
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startGpsFusion();
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}
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} else if (gps_checks_passing && !_control_status.flags.yaw_align && (_params.mag_fusion_type == MAG_FUSE_TYPE_NONE)) {
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// If no mag is used, align using the yaw estimator (if available)
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if (resetYawToEKFGSF()) {
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_information_events.flags.yaw_aligned_to_imu_gps = true;
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ECL_INFO("Yaw aligned using IMU and GPS");
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resetVelocityToGps(_gps_sample_delayed);
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resetHorizontalPositionToGps(_gps_sample_delayed);
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}
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startGpsFusion();
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}
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}
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@@ -192,7 +189,7 @@ bool Ekf::shouldResetGpsFusion() const
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return (is_reset_required || is_recent_takeoff_nav_failure || is_inflight_nav_failure);
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}
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bool Ekf::isYawFailure() const
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bool Ekf::isYawError(float error_threshold) const
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{
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if (!isYawEmergencyEstimateAvailable()) {
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return false;
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@@ -201,5 +198,5 @@ bool Ekf::isYawFailure() const
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const float euler_yaw = getEulerYaw(_R_to_earth);
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const float yaw_error = wrap_pi(euler_yaw - _yawEstimator.getYaw());
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return fabsf(yaw_error) > math::radians(25.f);
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return fabsf(yaw_error) > error_threshold;
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}
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@@ -206,11 +206,17 @@ bool Ekf::resetYawToGps()
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// GPS yaw measurement is alreday compensated for antenna offset in the driver
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const float measured_yaw = _gps_sample_delayed.yaw;
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const float yaw_variance = sq(fmaxf(_params.gps_heading_noise, 1.0e-2f));
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resetQuatStateYaw(measured_yaw, yaw_variance, true);
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if (PX4_ISFINITE(measured_yaw) && !_control_status.flags.gps_yaw_fault) {
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const float yaw_variance = sq(fmaxf(_params.gps_heading_noise, 1.0e-2f));
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resetQuatStateYaw(measured_yaw, yaw_variance, true);
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_time_last_gps_yaw_fuse = _time_last_imu;
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_yaw_signed_test_ratio_lpf.reset(0.f);
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_time_last_gps_yaw_fuse = _time_last_imu;
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_yaw_signed_test_ratio_lpf.reset(0.f);
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return true;
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resetMagStates();
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return true;
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}
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return false;
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}
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@@ -362,3 +362,63 @@ void Ekf::run3DMagAndDeclFusions(const Vector3f &mag)
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}
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}
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}
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bool Ekf::resetMagStates()
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{
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bool reset = false;
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// reinit mag states
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const bool mag_available = (_mag_counter != 0) && isRecent(_time_last_mag, 500000);
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// if world magnetic model (inclination, declination, strength) available then use it to reset mag states
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if (PX4_ISFINITE(_mag_inclination_gps) && PX4_ISFINITE(_mag_declination_gps) && PX4_ISFINITE(_mag_strength_gps)) {
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// use predicted earth field to reset states
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const Vector3f mag_earth_pred = Dcmf(Eulerf(0, -_mag_inclination_gps, _mag_declination_gps)) * Vector3f(_mag_strength_gps, 0, 0);
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_state.mag_I = mag_earth_pred;
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ECL_DEBUG("resetting mag I to [%.3f, %.3f, %.3f]", (double)_state.mag_I(0), (double)_state.mag_I(1), (double)_state.mag_I(2));
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if (mag_available) {
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const Dcmf R_to_body = quatToInverseRotMat(_state.quat_nominal);
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_state.mag_B = _mag_lpf.getState() - (R_to_body * mag_earth_pred);
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ECL_DEBUG("resetting mag B to [%.3f, %.3f, %.3f]", (double)_state.mag_B(0), (double)_state.mag_B(1), (double)_state.mag_B(2));
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} else {
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_state.mag_B.zero();
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}
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reset = true;
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} else if (mag_available && !magFieldStrengthDisturbed(_mag_lpf.getState())) {
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// Use the last magnetometer measurements to reset the field states
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// calculate initial earth magnetic field states
|
||||
_state.mag_I = _R_to_earth * _mag_lpf.getState();
|
||||
_state.mag_B.zero();
|
||||
|
||||
ECL_DEBUG("resetting mag I to [%.3f, %.3f, %.3f]", (double)_state.mag_I(0), (double)_state.mag_I(1), (double)_state.mag_I(2));
|
||||
|
||||
reset = true;
|
||||
}
|
||||
|
||||
if (reset) {
|
||||
resetMagCov();
|
||||
|
||||
// clear any pending resets
|
||||
_mag_yaw_reset_req = false;
|
||||
_mag_inhibit_yaw_reset_req = false;
|
||||
|
||||
if (mag_available) {
|
||||
// record the start time for the magnetic field alignment
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
_control_status.flags.mag_aligned_in_flight = true;
|
||||
_time_last_mag_heading_fuse = _time_last_imu;
|
||||
_time_last_mag_3d_fuse = _time_last_imu;
|
||||
}
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
@@ -106,10 +106,10 @@ TEST_F(EKFYawEstimatorTest, inAirYawAlignment)
|
||||
EXPECT_NEAR(yaw_est, yaw, tolerance_rad);
|
||||
EXPECT_LT(yaw_est_var, tolerance_rad);
|
||||
|
||||
// 2 resets: 1 after IMU+GNSS yaw alignment and 1 when starting GNSS aiding
|
||||
// 1 reset after IMU+GNSS yaw alignment
|
||||
reset_logging_checker.capturePostResetState();
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(2));
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(2));
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(1));
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(1));
|
||||
|
||||
EXPECT_TRUE(_ekf->local_position_is_valid());
|
||||
EXPECT_TRUE(_ekf->global_position_is_valid());
|
||||
|
||||
Reference in New Issue
Block a user