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PX4-Autopilot/src/modules/ekf2/EKF/aid_sources/gnss/gps_control.cpp
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/****************************************************************************
*
* Copyright (c) 2021-2022 PX4 Development Team. All rights reserved.
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/**
* @file gps_control.cpp
* Control functions for ekf GNSS fusion
*/
#include "ekf.h"
#include <mathlib/mathlib.h>
void Ekf::controlGpsFusion(const imuSample &imu_delayed)
{
if (!_gps_buffer || (_params.gnss_ctrl == 0)) {
stopGpsFusion();
return;
}
if (!gyro_bias_inhibited()) {
_yawEstimator.setGyroBias(getGyroBias(), _control_status.flags.vehicle_at_rest);
}
// run EKF-GSF yaw estimator once per imu_delayed update
_yawEstimator.predict(imu_delayed.delta_ang, imu_delayed.delta_ang_dt,
imu_delayed.delta_vel, imu_delayed.delta_vel_dt,
(_control_status.flags.in_air && !_control_status.flags.vehicle_at_rest));
// check for arrival of new sensor data at the fusion time horizon
_gps_data_ready = _gps_buffer->pop_first_older_than(imu_delayed.time_us, &_gps_sample_delayed);
if (_gps_data_ready) {
const gnssSample &gnss_sample = _gps_sample_delayed;
if (runGnssChecks(gnss_sample)
&& isTimedOut(_last_gps_fail_us, max((uint64_t)1e6, (uint64_t)_min_gps_health_time_us / 10))) {
if (isTimedOut(_last_gps_fail_us, (uint64_t)_min_gps_health_time_us)) {
// First time checks are passing, latching.
_gps_checks_passed = true;
}
collect_gps(gnss_sample);
} else {
// Skip this sample
_gps_data_ready = false;
if (_control_status.flags.gps && isTimedOut(_last_gps_pass_us, _params.reset_timeout_max)) {
stopGpsFusion();
ECL_WARN("GPS quality poor - stopping use");
}
}
if (_pos_ref.isInitialized()) {
updateGnssPos(gnss_sample, _aid_src_gnss_pos);
}
updateGnssVel(gnss_sample, _aid_src_gnss_vel);
} else if (_control_status.flags.gps) {
if (!isNewestSampleRecent(_time_last_gps_buffer_push, _params.reset_timeout_max)) {
stopGpsFusion();
ECL_WARN("GPS data stopped");
}
}
if (_gps_data_ready) {
#if defined(CONFIG_EKF2_GNSS_YAW)
const gnssSample &gnss_sample = _gps_sample_delayed;
controlGpsYawFusion(gnss_sample);
#endif // CONFIG_EKF2_GNSS_YAW
controlGnssYawEstimator(_aid_src_gnss_vel);
const bool gnss_vel_enabled = (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::VEL));
const bool gnss_pos_enabled = (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::HPOS));
const bool continuing_conditions_passing = (gnss_vel_enabled || gnss_pos_enabled)
&& _control_status.flags.tilt_align
&& _control_status.flags.yaw_align
&& _NED_origin_initialised;
const bool starting_conditions_passing = continuing_conditions_passing && _gps_checks_passed;
if (_control_status.flags.gps) {
if (continuing_conditions_passing) {
if (gnss_vel_enabled) {
fuseVelocity(_aid_src_gnss_vel);
}
if (gnss_pos_enabled) {
fuseHorizontalPosition(_aid_src_gnss_pos);
}
bool do_vel_pos_reset = shouldResetGpsFusion();
if (_control_status.flags.in_air
&& isYawFailure()
&& isTimedOut(_time_last_hor_vel_fuse, _params.EKFGSF_reset_delay)
&& (_time_last_hor_vel_fuse > _time_last_on_ground_us)) {
do_vel_pos_reset = tryYawEmergencyReset();
}
if (do_vel_pos_reset) {
ECL_WARN("GPS fusion timeout, resetting velocity / position");
if (gnss_vel_enabled) {
resetVelocityToGnss(_aid_src_gnss_vel);
}
if (gnss_pos_enabled) {
resetHorizontalPositionToGnss(_aid_src_gnss_pos);
}
}
} else {
stopGpsFusion();
}
} else {
if (starting_conditions_passing) {
ECL_INFO("starting GPS fusion");
_information_events.flags.starting_gps_fusion = true;
// when already using another velocity source velocity reset is not necessary
if (!isHorizontalAidingActive()
|| isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max)
|| !_control_status_prev.flags.yaw_align
) {
// reset velocity
if (gnss_vel_enabled) {
resetVelocityToGnss(_aid_src_gnss_vel);
}
}
if (gnss_pos_enabled) {
resetHorizontalPositionToGnss(_aid_src_gnss_pos);
}
_control_status.flags.gps = true;
}
}
}
}
void Ekf::updateGnssVel(const gnssSample &gnss_sample, estimator_aid_source3d_s &aid_src)
{
// correct velocity for offset relative to IMU
const Vector3f pos_offset_body = _params.gps_pos_body - _params.imu_pos_body;
const Vector3f vel_offset_body = _ang_rate_delayed_raw % pos_offset_body;
const Vector3f vel_offset_earth = _R_to_earth * vel_offset_body;
const Vector3f velocity = gnss_sample.vel - vel_offset_earth;
const float vel_var = sq(math::max(gnss_sample.sacc, _params.gps_vel_noise, 0.01f));
const Vector3f vel_obs_var(vel_var, vel_var, vel_var * sq(1.5f));
const float innovation_gate = math::max(_params.gps_vel_innov_gate, 1.f);
updateAidSourceStatus(aid_src,
gnss_sample.time_us, // sample timestamp
velocity, // observation
vel_obs_var, // observation variance
_state.vel - velocity, // innovation
getVelocityVariance() + vel_obs_var, // innovation variance
innovation_gate); // innovation gate
// vz special case if there is bad vertical acceleration data, then don't reject measurement if GNSS reports velocity accuracy is acceptable,
// but limit innovation to prevent spikes that could destabilise the filter
if (aid_src.innovation_rejected && _fault_status.flags.bad_acc_vertical && (gnss_sample.sacc < _params.req_sacc)) {
const float innov_limit = innovation_gate * sqrtf(aid_src.innovation_variance[2]);
aid_src.innovation[2] = math::constrain(aid_src.innovation[2], -innov_limit, innov_limit);
aid_src.innovation_rejected = false;
}
}
void Ekf::updateGnssPos(const gnssSample &gnss_sample, estimator_aid_source2d_s &aid_src)
{
// correct position and height for offset relative to IMU
const Vector3f pos_offset_body = _params.gps_pos_body - _params.imu_pos_body;
const Vector3f pos_offset_earth = _R_to_earth * pos_offset_body;
const Vector2f position = _pos_ref.project(gnss_sample.lat, gnss_sample.lon) - pos_offset_earth.xy();
// relax the upper observation noise limit which prevents bad GPS perturbing the position estimate
float pos_noise = math::max(gnss_sample.hacc, _params.gps_pos_noise);
if (!isOtherSourceOfHorizontalAidingThan(_control_status.flags.gps)) {
// if we are not using another source of aiding, then we are reliant on the GPS
// observations to constrain attitude errors and must limit the observation noise value.
if (pos_noise > _params.pos_noaid_noise) {
pos_noise = _params.pos_noaid_noise;
}
}
const float pos_var = math::max(sq(pos_noise), sq(0.01f));
const Vector2f pos_obs_var(pos_var, pos_var);
updateAidSourceStatus(aid_src,
gnss_sample.time_us, // sample timestamp
position, // observation
pos_obs_var, // observation variance
Vector2f(_state.pos) - position, // innovation
Vector2f(getStateVariance<State::pos>()) + pos_obs_var, // innovation variance
math::max(_params.gps_pos_innov_gate, 1.f)); // innovation gate
}
void Ekf::controlGnssYawEstimator(estimator_aid_source3d_s &aid_src_vel)
{
// update yaw estimator velocity (basic sanity check on GNSS velocity data)
const float vel_var = aid_src_vel.observation_variance[0];
const Vector2f vel_xy(aid_src_vel.observation);
if ((vel_var > 0.f)
&& (vel_var < _params.req_sacc)
&& vel_xy.isAllFinite()) {
_yawEstimator.fuseVelocity(vel_xy, vel_var, _control_status.flags.in_air);
// Try to align yaw using estimate if available
if (((_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::VEL))
|| (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::HPOS)))
&& !_control_status.flags.yaw_align
&& _control_status.flags.tilt_align) {
if (resetYawToEKFGSF()) {
ECL_INFO("GPS yaw aligned using IMU");
}
}
}
}
bool Ekf::tryYawEmergencyReset()
{
bool success = false;
/* A rapid reset to the yaw emergency estimate is performed if horizontal velocity innovation checks continuously
* fails while the difference between the yaw emergency estimator and the yaw estimate is large.
* This enables recovery from a bad yaw estimate. A reset is not performed if the fault condition was
* present before flight to prevent triggering due to GPS glitches or other sensor errors.
*/
if (resetYawToEKFGSF()) {
ECL_WARN("GPS emergency yaw reset");
if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
// stop using the magnetometer in the main EKF otherwise its fusion could drag the yaw around
// and cause another navigation failure
_control_status.flags.mag_fault = true;
}
#if defined(CONFIG_EKF2_GNSS_YAW)
if (_control_status.flags.gps_yaw) {
_control_status.flags.gps_yaw_fault = true;
}
#endif // CONFIG_EKF2_GNSS_YAW
#if defined(CONFIG_EKF2_EXTERNAL_VISION)
if (_control_status.flags.ev_yaw) {
_control_status.flags.ev_yaw_fault = true;
}
#endif // CONFIG_EKF2_EXTERNAL_VISION
success = true;
}
return success;
}
void Ekf::resetVelocityToGnss(estimator_aid_source3d_s &aid_src)
{
_information_events.flags.reset_vel_to_gps = true;
resetVelocityTo(Vector3f(aid_src.observation), Vector3f(aid_src.observation_variance));
resetAidSourceStatusZeroInnovation(aid_src);
}
void Ekf::resetHorizontalPositionToGnss(estimator_aid_source2d_s &aid_src)
{
_information_events.flags.reset_pos_to_gps = true;
resetHorizontalPositionTo(Vector2f(aid_src.observation), Vector2f(aid_src.observation_variance));
_gpos_origin_eph = 0.f; // The uncertainty of the global origin is now contained in the local position uncertainty
resetAidSourceStatusZeroInnovation(aid_src);
}
bool Ekf::shouldResetGpsFusion() const
{
/* We are relying on aiding to constrain drift so after a specified time
* with no aiding we need to do something
*/
bool has_horizontal_aiding_timed_out = isTimedOut(_time_last_hor_pos_fuse, _params.reset_timeout_max)
&& isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max);
#if defined(CONFIG_EKF2_OPTICAL_FLOW)
if (has_horizontal_aiding_timed_out) {
// horizontal aiding hasn't timed out if optical flow still active
if (_control_status.flags.opt_flow && isRecent(_aid_src_optical_flow.time_last_fuse, _params.reset_timeout_max)) {
has_horizontal_aiding_timed_out = false;
}
}
#endif // CONFIG_EKF2_OPTICAL_FLOW
const bool is_reset_required = has_horizontal_aiding_timed_out
|| (isTimedOut(_time_last_hor_pos_fuse, 2 * _params.reset_timeout_max)
&& (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::HPOS)));
const bool is_inflight_nav_failure = _control_status.flags.in_air
&& isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max)
&& isTimedOut(_time_last_hor_pos_fuse, _params.reset_timeout_max)
&& (_time_last_hor_vel_fuse > _time_last_on_ground_us)
&& (_time_last_hor_pos_fuse > _time_last_on_ground_us);
return (is_reset_required || is_inflight_nav_failure);
}
#if defined(CONFIG_EKF2_GNSS_YAW)
void Ekf::controlGpsYawFusion(const gnssSample &gps_sample)
{
if (!(_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::YAW))
|| _control_status.flags.gps_yaw_fault) {
stopGpsYawFusion();
return;
}
const bool is_new_data_available = PX4_ISFINITE(gps_sample.yaw);
if (is_new_data_available) {
updateGpsYaw(gps_sample);
const bool continuing_conditions_passing = _control_status.flags.tilt_align;
// Maximum allowable time interval between GNSS yaw measurements (uSec)
static constexpr uint64_t GNSS_YAW_MAX_INTERVAL{1'500'000};
const bool data_intermittent = !isNewestSampleRecent(_time_last_gps_yaw_buffer_push, 2 * GNSS_YAW_MAX_INTERVAL);
const bool starting_conditions_passing = continuing_conditions_passing
&& _gps_checks_passed
&& !data_intermittent;
if (_control_status.flags.gps_yaw) {
if (continuing_conditions_passing) {
fuseGpsYaw(gps_sample.yaw_offset);
const bool is_fusion_failing = isTimedOut(_aid_src_gnss_yaw.time_last_fuse, _params.reset_timeout_max);
if (is_fusion_failing) {
stopGpsYawFusion();
// Before takeoff, we do not want to continue to rely on the current heading
// if we had to stop the fusion
if (!_control_status.flags.in_air) {
ECL_INFO("clearing yaw alignment");
_control_status.flags.yaw_align = false;
}
}
} else {
// Stop GPS yaw fusion but do not declare it faulty
stopGpsYawFusion();
}
} else {
if (starting_conditions_passing) {
// Try to activate GPS yaw fusion
const bool not_using_ne_aiding = !_control_status.flags.gps && !_control_status.flags.aux_gpos;
if (!_control_status.flags.in_air
|| !_control_status.flags.yaw_align
|| not_using_ne_aiding) {
// Reset before starting the fusion
if (resetYawToGps(gps_sample.yaw, gps_sample.yaw_offset)) {
resetAidSourceStatusZeroInnovation(_aid_src_gnss_yaw);
_control_status.flags.gps_yaw = true;
_control_status.flags.yaw_align = true;
}
} else if (!_aid_src_gnss_yaw.innovation_rejected) {
// Do not force a reset but wait for the consistency check to pass
_control_status.flags.gps_yaw = true;
fuseGpsYaw(gps_sample.yaw_offset);
}
if (_control_status.flags.gps_yaw) {
ECL_INFO("starting GPS yaw fusion");
}
}
}
} else if (_control_status.flags.gps_yaw
&& !isNewestSampleRecent(_time_last_gps_yaw_buffer_push, _params.reset_timeout_max)) {
// No yaw data in the message anymore. Stop until it comes back.
stopGpsYawFusion();
}
}
void Ekf::stopGpsYawFusion()
{
if (_control_status.flags.gps_yaw) {
_control_status.flags.gps_yaw = false;
ECL_INFO("stopping GPS yaw fusion");
}
}
#endif // CONFIG_EKF2_GNSS_YAW
void Ekf::stopGpsFusion()
{
if (_control_status.flags.gps) {
ECL_INFO("stopping GPS position and velocity fusion");
_last_gps_fail_us = 0;
_last_gps_pass_us = 0;
_control_status.flags.gps = false;
}
stopGpsHgtFusion();
#if defined(CONFIG_EKF2_GNSS_YAW)
stopGpsYawFusion();
#endif // CONFIG_EKF2_GNSS_YAW
_yawEstimator.reset();
}
bool Ekf::isYawEmergencyEstimateAvailable() const
{
// don't allow reet using the EKF-GSF estimate until the filter has started fusing velocity
// data and the yaw estimate has converged
if (!_yawEstimator.isActive()) {
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);
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);
}