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518 lines
17 KiB
C++
518 lines
17 KiB
C++
/****************************************************************************
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*
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* Copyright (c) 2021-2022 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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*
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* 1. Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* 2. Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* 3. Neither the name PX4 nor the names of its contributors may be
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* used to endorse or promote products derived from this software
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* without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
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* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
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* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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*
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****************************************************************************/
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/**
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* @file gps_control.cpp
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* Control functions for ekf GNSS fusion
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*/
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#include "ekf.h"
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#include <mathlib/mathlib.h>
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void Ekf::controlGpsFusion(const imuSample &imu_delayed)
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{
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if (!_gps_buffer || (_params.gnss_ctrl == 0)) {
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stopGpsFusion();
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return;
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}
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if (!gyro_bias_inhibited()) {
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_yawEstimator.setGyroBias(getGyroBias(), _control_status.flags.vehicle_at_rest);
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}
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// run EKF-GSF yaw estimator once per imu_delayed update
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_yawEstimator.predict(imu_delayed.delta_ang, imu_delayed.delta_ang_dt,
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imu_delayed.delta_vel, imu_delayed.delta_vel_dt,
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(_control_status.flags.in_air && !_control_status.flags.vehicle_at_rest));
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// check for arrival of new sensor data at the fusion time horizon
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_gps_data_ready = _gps_buffer->pop_first_older_than(imu_delayed.time_us, &_gps_sample_delayed);
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if (_gps_data_ready) {
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const gnssSample &gnss_sample = _gps_sample_delayed;
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if (runGnssChecks(gnss_sample)
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&& isTimedOut(_last_gps_fail_us, max((uint64_t)1e6, (uint64_t)_min_gps_health_time_us / 10))) {
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if (isTimedOut(_last_gps_fail_us, (uint64_t)_min_gps_health_time_us)) {
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// First time checks are passing, latching.
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_gps_checks_passed = true;
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}
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collect_gps(gnss_sample);
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} else {
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// Skip this sample
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_gps_data_ready = false;
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if (_control_status.flags.gps && isTimedOut(_last_gps_pass_us, _params.reset_timeout_max)) {
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stopGpsFusion();
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ECL_WARN("GPS quality poor - stopping use");
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}
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}
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if (_pos_ref.isInitialized()) {
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updateGnssPos(gnss_sample, _aid_src_gnss_pos);
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}
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updateGnssVel(gnss_sample, _aid_src_gnss_vel);
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} else if (_control_status.flags.gps) {
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if (!isNewestSampleRecent(_time_last_gps_buffer_push, _params.reset_timeout_max)) {
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stopGpsFusion();
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ECL_WARN("GPS data stopped");
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}
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}
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if (_gps_data_ready) {
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#if defined(CONFIG_EKF2_GNSS_YAW)
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const gnssSample &gnss_sample = _gps_sample_delayed;
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controlGpsYawFusion(gnss_sample);
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#endif // CONFIG_EKF2_GNSS_YAW
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controlGnssYawEstimator(_aid_src_gnss_vel);
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const bool gnss_vel_enabled = (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::VEL));
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const bool gnss_pos_enabled = (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::HPOS));
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const bool continuing_conditions_passing = (gnss_vel_enabled || gnss_pos_enabled)
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&& _control_status.flags.tilt_align
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&& _control_status.flags.yaw_align
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&& _NED_origin_initialised;
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const bool starting_conditions_passing = continuing_conditions_passing && _gps_checks_passed;
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if (_control_status.flags.gps) {
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if (continuing_conditions_passing) {
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if (gnss_vel_enabled) {
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fuseVelocity(_aid_src_gnss_vel);
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}
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if (gnss_pos_enabled) {
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fuseHorizontalPosition(_aid_src_gnss_pos);
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}
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bool do_vel_pos_reset = shouldResetGpsFusion();
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if (_control_status.flags.in_air
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&& isYawFailure()
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&& isTimedOut(_time_last_hor_vel_fuse, _params.EKFGSF_reset_delay)
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&& (_time_last_hor_vel_fuse > _time_last_on_ground_us)) {
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do_vel_pos_reset = tryYawEmergencyReset();
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}
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if (do_vel_pos_reset) {
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ECL_WARN("GPS fusion timeout, resetting velocity / position");
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if (gnss_vel_enabled) {
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resetVelocityToGnss(_aid_src_gnss_vel);
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}
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if (gnss_pos_enabled) {
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resetHorizontalPositionToGnss(_aid_src_gnss_pos);
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}
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}
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} else {
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stopGpsFusion();
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}
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} else {
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if (starting_conditions_passing) {
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ECL_INFO("starting GPS fusion");
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_information_events.flags.starting_gps_fusion = true;
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// when already using another velocity source velocity reset is not necessary
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if (!isHorizontalAidingActive()
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|| isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max)
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|| !_control_status_prev.flags.yaw_align
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) {
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// reset velocity
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if (gnss_vel_enabled) {
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resetVelocityToGnss(_aid_src_gnss_vel);
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}
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}
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if (gnss_pos_enabled) {
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resetHorizontalPositionToGnss(_aid_src_gnss_pos);
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}
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_control_status.flags.gps = true;
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}
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}
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}
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}
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void Ekf::updateGnssVel(const gnssSample &gnss_sample, estimator_aid_source3d_s &aid_src)
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{
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// correct velocity for offset relative to IMU
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const Vector3f pos_offset_body = _params.gps_pos_body - _params.imu_pos_body;
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const Vector3f vel_offset_body = _ang_rate_delayed_raw % pos_offset_body;
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const Vector3f vel_offset_earth = _R_to_earth * vel_offset_body;
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const Vector3f velocity = gnss_sample.vel - vel_offset_earth;
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const float vel_var = sq(math::max(gnss_sample.sacc, _params.gps_vel_noise, 0.01f));
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const Vector3f vel_obs_var(vel_var, vel_var, vel_var * sq(1.5f));
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const float innovation_gate = math::max(_params.gps_vel_innov_gate, 1.f);
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updateAidSourceStatus(aid_src,
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gnss_sample.time_us, // sample timestamp
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velocity, // observation
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vel_obs_var, // observation variance
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_state.vel - velocity, // innovation
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getVelocityVariance() + vel_obs_var, // innovation variance
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innovation_gate); // innovation gate
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// vz special case if there is bad vertical acceleration data, then don't reject measurement if GNSS reports velocity accuracy is acceptable,
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// but limit innovation to prevent spikes that could destabilise the filter
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if (aid_src.innovation_rejected && _fault_status.flags.bad_acc_vertical && (gnss_sample.sacc < _params.req_sacc)) {
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const float innov_limit = innovation_gate * sqrtf(aid_src.innovation_variance[2]);
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aid_src.innovation[2] = math::constrain(aid_src.innovation[2], -innov_limit, innov_limit);
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aid_src.innovation_rejected = false;
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}
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}
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void Ekf::updateGnssPos(const gnssSample &gnss_sample, estimator_aid_source2d_s &aid_src)
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{
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// correct position and height for offset relative to IMU
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const Vector3f pos_offset_body = _params.gps_pos_body - _params.imu_pos_body;
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const Vector3f pos_offset_earth = _R_to_earth * pos_offset_body;
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const Vector2f position = _pos_ref.project(gnss_sample.lat, gnss_sample.lon) - pos_offset_earth.xy();
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// relax the upper observation noise limit which prevents bad GPS perturbing the position estimate
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float pos_noise = math::max(gnss_sample.hacc, _params.gps_pos_noise);
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if (!isOtherSourceOfHorizontalAidingThan(_control_status.flags.gps)) {
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// if we are not using another source of aiding, then we are reliant on the GPS
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// observations to constrain attitude errors and must limit the observation noise value.
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if (pos_noise > _params.pos_noaid_noise) {
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pos_noise = _params.pos_noaid_noise;
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}
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}
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const float pos_var = math::max(sq(pos_noise), sq(0.01f));
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const Vector2f pos_obs_var(pos_var, pos_var);
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updateAidSourceStatus(aid_src,
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gnss_sample.time_us, // sample timestamp
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position, // observation
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pos_obs_var, // observation variance
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Vector2f(_state.pos) - position, // innovation
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Vector2f(getStateVariance<State::pos>()) + pos_obs_var, // innovation variance
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math::max(_params.gps_pos_innov_gate, 1.f)); // innovation gate
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}
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void Ekf::controlGnssYawEstimator(estimator_aid_source3d_s &aid_src_vel)
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{
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// update yaw estimator velocity (basic sanity check on GNSS velocity data)
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const float vel_var = aid_src_vel.observation_variance[0];
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const Vector2f vel_xy(aid_src_vel.observation);
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if ((vel_var > 0.f)
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&& (vel_var < _params.req_sacc)
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&& vel_xy.isAllFinite()) {
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_yawEstimator.fuseVelocity(vel_xy, vel_var, _control_status.flags.in_air);
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// Try to align yaw using estimate if available
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if (((_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::VEL))
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|| (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::HPOS)))
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&& !_control_status.flags.yaw_align
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&& _control_status.flags.tilt_align) {
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if (resetYawToEKFGSF()) {
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ECL_INFO("GPS yaw aligned using IMU");
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}
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}
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}
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}
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bool Ekf::tryYawEmergencyReset()
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{
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bool success = false;
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/* A rapid reset to the yaw emergency estimate is performed if horizontal velocity innovation checks continuously
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* fails while the difference between the yaw emergency estimator and the yaw estimate is large.
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* This enables recovery from a bad yaw estimate. A reset is not performed if the fault condition was
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* present before flight to prevent triggering due to GPS glitches or other sensor errors.
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*/
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if (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 its 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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}
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#if defined(CONFIG_EKF2_GNSS_YAW)
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if (_control_status.flags.gps_yaw) {
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_control_status.flags.gps_yaw_fault = true;
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}
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#endif // CONFIG_EKF2_GNSS_YAW
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#if defined(CONFIG_EKF2_EXTERNAL_VISION)
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if (_control_status.flags.ev_yaw) {
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_control_status.flags.ev_yaw_fault = true;
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}
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#endif // CONFIG_EKF2_EXTERNAL_VISION
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success = true;
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}
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return success;
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}
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void Ekf::resetVelocityToGnss(estimator_aid_source3d_s &aid_src)
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{
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_information_events.flags.reset_vel_to_gps = true;
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resetVelocityTo(Vector3f(aid_src.observation), Vector3f(aid_src.observation_variance));
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resetAidSourceStatusZeroInnovation(aid_src);
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}
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void Ekf::resetHorizontalPositionToGnss(estimator_aid_source2d_s &aid_src)
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{
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_information_events.flags.reset_pos_to_gps = true;
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resetHorizontalPositionTo(Vector2f(aid_src.observation), Vector2f(aid_src.observation_variance));
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_gpos_origin_eph = 0.f; // The uncertainty of the global origin is now contained in the local position uncertainty
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resetAidSourceStatusZeroInnovation(aid_src);
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}
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bool Ekf::shouldResetGpsFusion() const
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{
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/* We are relying on aiding to constrain drift so after a specified time
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* with no aiding we need to do something
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*/
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bool has_horizontal_aiding_timed_out = isTimedOut(_time_last_hor_pos_fuse, _params.reset_timeout_max)
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&& isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max);
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#if defined(CONFIG_EKF2_OPTICAL_FLOW)
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if (has_horizontal_aiding_timed_out) {
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// horizontal aiding hasn't timed out if optical flow still active
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if (_control_status.flags.opt_flow && isRecent(_aid_src_optical_flow.time_last_fuse, _params.reset_timeout_max)) {
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has_horizontal_aiding_timed_out = false;
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}
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}
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#endif // CONFIG_EKF2_OPTICAL_FLOW
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const bool is_reset_required = has_horizontal_aiding_timed_out
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|| (isTimedOut(_time_last_hor_pos_fuse, 2 * _params.reset_timeout_max)
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&& (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::HPOS)));
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const bool is_inflight_nav_failure = _control_status.flags.in_air
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&& isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max)
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&& isTimedOut(_time_last_hor_pos_fuse, _params.reset_timeout_max)
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&& (_time_last_hor_vel_fuse > _time_last_on_ground_us)
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&& (_time_last_hor_pos_fuse > _time_last_on_ground_us);
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return (is_reset_required || is_inflight_nav_failure);
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}
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#if defined(CONFIG_EKF2_GNSS_YAW)
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void Ekf::controlGpsYawFusion(const gnssSample &gps_sample)
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{
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if (!(_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::YAW))
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|| _control_status.flags.gps_yaw_fault) {
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stopGpsYawFusion();
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return;
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}
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const bool is_new_data_available = PX4_ISFINITE(gps_sample.yaw);
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if (is_new_data_available) {
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updateGpsYaw(gps_sample);
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const bool continuing_conditions_passing = _control_status.flags.tilt_align;
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// Maximum allowable time interval between GNSS yaw measurements (uSec)
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static constexpr uint64_t GNSS_YAW_MAX_INTERVAL{1'500'000};
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const bool data_intermittent = !isNewestSampleRecent(_time_last_gps_yaw_buffer_push, 2 * GNSS_YAW_MAX_INTERVAL);
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const bool starting_conditions_passing = continuing_conditions_passing
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&& _gps_checks_passed
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&& !data_intermittent;
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if (_control_status.flags.gps_yaw) {
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if (continuing_conditions_passing) {
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fuseGpsYaw(gps_sample.yaw_offset);
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const bool is_fusion_failing = isTimedOut(_aid_src_gnss_yaw.time_last_fuse, _params.reset_timeout_max);
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if (is_fusion_failing) {
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stopGpsYawFusion();
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// Before takeoff, we do not want to continue to rely on the current heading
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// if we had to stop the fusion
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if (!_control_status.flags.in_air) {
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ECL_INFO("clearing yaw alignment");
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_control_status.flags.yaw_align = false;
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}
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}
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} else {
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// Stop GPS yaw fusion but do not declare it faulty
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stopGpsYawFusion();
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}
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} else {
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if (starting_conditions_passing) {
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// Try to activate GPS yaw fusion
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const bool not_using_ne_aiding = !_control_status.flags.gps && !_control_status.flags.aux_gpos;
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if (!_control_status.flags.in_air
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|| !_control_status.flags.yaw_align
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|| not_using_ne_aiding) {
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// Reset before starting the fusion
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if (resetYawToGps(gps_sample.yaw, gps_sample.yaw_offset)) {
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resetAidSourceStatusZeroInnovation(_aid_src_gnss_yaw);
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_control_status.flags.gps_yaw = true;
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_control_status.flags.yaw_align = true;
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}
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} else if (!_aid_src_gnss_yaw.innovation_rejected) {
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// Do not force a reset but wait for the consistency check to pass
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_control_status.flags.gps_yaw = true;
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fuseGpsYaw(gps_sample.yaw_offset);
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}
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if (_control_status.flags.gps_yaw) {
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ECL_INFO("starting GPS yaw fusion");
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}
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}
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}
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} else if (_control_status.flags.gps_yaw
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&& !isNewestSampleRecent(_time_last_gps_yaw_buffer_push, _params.reset_timeout_max)) {
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// No yaw data in the message anymore. Stop until it comes back.
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stopGpsYawFusion();
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}
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}
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void Ekf::stopGpsYawFusion()
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{
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if (_control_status.flags.gps_yaw) {
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_control_status.flags.gps_yaw = false;
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ECL_INFO("stopping GPS yaw fusion");
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}
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}
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#endif // CONFIG_EKF2_GNSS_YAW
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void Ekf::stopGpsFusion()
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{
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if (_control_status.flags.gps) {
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ECL_INFO("stopping GPS position and velocity fusion");
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_last_gps_fail_us = 0;
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_last_gps_pass_us = 0;
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_control_status.flags.gps = false;
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}
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|
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stopGpsHgtFusion();
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#if defined(CONFIG_EKF2_GNSS_YAW)
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stopGpsYawFusion();
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#endif // CONFIG_EKF2_GNSS_YAW
|
|
|
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_yawEstimator.reset();
|
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}
|
|
|
|
bool Ekf::isYawEmergencyEstimateAvailable() const
|
|
{
|
|
// don't allow reet using the EKF-GSF estimate until the filter has started fusing velocity
|
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// data and the yaw estimate has converged
|
|
if (!_yawEstimator.isActive()) {
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|
return false;
|
|
}
|
|
|
|
return _yawEstimator.getYawVar() < sq(_params.EKFGSF_yaw_err_max);
|
|
}
|
|
|
|
bool Ekf::isYawFailure() const
|
|
{
|
|
if (!isYawEmergencyEstimateAvailable()) {
|
|
return false;
|
|
}
|
|
|
|
const float euler_yaw = getEulerYaw(_R_to_earth);
|
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const float yaw_error = wrap_pi(euler_yaw - _yawEstimator.getYaw());
|
|
|
|
return fabsf(yaw_error) > math::radians(25.f);
|
|
}
|
|
|
|
bool Ekf::resetYawToEKFGSF()
|
|
{
|
|
if (!isYawEmergencyEstimateAvailable()) {
|
|
return false;
|
|
}
|
|
|
|
// don't allow reset if there's just been a yaw reset
|
|
const bool yaw_alignment_changed = (_control_status_prev.flags.yaw_align != _control_status.flags.yaw_align);
|
|
const bool quat_reset = (_state_reset_status.reset_count.quat != _state_reset_count_prev.quat);
|
|
|
|
if (yaw_alignment_changed || quat_reset) {
|
|
return false;
|
|
}
|
|
|
|
ECL_INFO("yaw estimator reset heading %.3f -> %.3f rad",
|
|
(double)getEulerYaw(_R_to_earth), (double)_yawEstimator.getYaw());
|
|
|
|
resetQuatStateYaw(_yawEstimator.getYaw(), _yawEstimator.getYawVar());
|
|
|
|
_control_status.flags.yaw_align = true;
|
|
_information_events.flags.yaw_aligned_to_imu_gps = true;
|
|
|
|
return true;
|
|
}
|
|
|
|
bool Ekf::getDataEKFGSF(float *yaw_composite, float *yaw_variance, float yaw[N_MODELS_EKFGSF],
|
|
float innov_VN[N_MODELS_EKFGSF], float innov_VE[N_MODELS_EKFGSF], float weight[N_MODELS_EKFGSF])
|
|
{
|
|
return _yawEstimator.getLogData(yaw_composite, yaw_variance, yaw, innov_VN, innov_VE, weight);
|
|
}
|