Files
PX4-Autopilot/src/modules/ekf2/EKF/gps_checks.cpp
T
bresch a653073d4f ekf2: perform GNSS checks at delayed-time horizon
- never fuse a measurement that is not passing the checks
- cleanup and simplify GNSS vel/pos control logic
2023-12-18 18:11:20 +01:00

270 lines
11 KiB
C++

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/**
* @file gps_checks.cpp
* Perform pre-flight and in-flight GPS quality checks
*
* @author Paul Riseborough <p_riseborough@live.com.au>
*
*/
#include "ekf.h"
#if defined(CONFIG_EKF2_MAGNETOMETER)
# include <lib/world_magnetic_model/geo_mag_declination.h>
#endif // CONFIG_EKF2_MAGNETOMETER
#include <mathlib/mathlib.h>
// GPS pre-flight check bit locations
#define MASK_GPS_NSATS (1<<0)
#define MASK_GPS_PDOP (1<<1)
#define MASK_GPS_HACC (1<<2)
#define MASK_GPS_VACC (1<<3)
#define MASK_GPS_SACC (1<<4)
#define MASK_GPS_HDRIFT (1<<5)
#define MASK_GPS_VDRIFT (1<<6)
#define MASK_GPS_HSPD (1<<7)
#define MASK_GPS_VSPD (1<<8)
void Ekf::collect_gps(const gnssSample &gps)
{
if (_filter_initialised && !_NED_origin_initialised && _gps_checks_passed) {
// If we have good GPS data set the origin's WGS-84 position to the last gps fix
const double lat = gps.lat;
const double lon = gps.lon;
if (!_pos_ref.isInitialized()) {
_pos_ref.initReference(lat, lon, gps.time_us);
// if we are already doing aiding, correct for the change in position since the EKF started navigating
if (isHorizontalAidingActive()) {
double est_lat;
double est_lon;
_pos_ref.reproject(-_state.pos(0), -_state.pos(1), est_lat, est_lon);
_pos_ref.initReference(est_lat, est_lon, gps.time_us);
}
}
// Take the current GPS height and subtract the filter height above origin to estimate the GPS height of the origin
if (!PX4_ISFINITE(_gps_alt_ref)) {
_gps_alt_ref = gps.alt + _state.pos(2);
}
_NED_origin_initialised = true;
// save the horizontal and vertical position uncertainty of the origin
_gpos_origin_eph = gps.hacc;
_gpos_origin_epv = gps.vacc;
_information_events.flags.gps_checks_passed = true;
ECL_INFO("GPS checks passed");
}
if ((isTimedOut(_wmm_gps_time_last_checked, 1e6)) || (_wmm_gps_time_last_set == 0)) {
// a rough 2D fix is sufficient to lookup declination
const bool gps_rough_2d_fix = (gps.fix_type >= 2) && (gps.hacc < 1000);
if (gps_rough_2d_fix && (_gps_checks_passed || !_NED_origin_initialised)) {
// If we have good GPS data set the origin's WGS-84 position to the last gps fix
const double lat = gps.lat;
#if defined(CONFIG_EKF2_MAGNETOMETER)
const double lon = gps.lon;
// set the magnetic field data returned by the geo library using the current GPS position
const float mag_declination_gps = get_mag_declination_radians(lat, lon);
const float mag_inclination_gps = get_mag_inclination_radians(lat, lon);
const float mag_strength_gps = get_mag_strength_gauss(lat, lon);
if (PX4_ISFINITE(mag_declination_gps) && PX4_ISFINITE(mag_inclination_gps) && PX4_ISFINITE(mag_strength_gps)) {
const bool mag_declination_changed = (fabsf(mag_declination_gps - _mag_declination_gps) > math::radians(1.f));
const bool mag_inclination_changed = (fabsf(mag_inclination_gps - _mag_inclination_gps) > math::radians(1.f));
if ((_wmm_gps_time_last_set == 0)
|| !PX4_ISFINITE(_mag_declination_gps)
|| !PX4_ISFINITE(_mag_inclination_gps)
|| !PX4_ISFINITE(_mag_strength_gps)
|| mag_declination_changed
|| mag_inclination_changed
) {
_mag_declination_gps = mag_declination_gps;
_mag_inclination_gps = mag_inclination_gps;
_mag_strength_gps = mag_strength_gps;
_wmm_gps_time_last_set = _time_delayed_us;
}
}
#endif // CONFIG_EKF2_MAGNETOMETER
_earth_rate_NED = calcEarthRateNED((float)math::radians(lat));
}
_wmm_gps_time_last_checked = _time_delayed_us;
}
}
bool Ekf::runGnssChecks(const gnssSample &gps)
{
// Check the fix type
_gps_check_fail_status.flags.fix = (gps.fix_type < 3);
// Check the number of satellites
_gps_check_fail_status.flags.nsats = (gps.nsats < _params.req_nsats);
// Check the position dilution of precision
_gps_check_fail_status.flags.pdop = (gps.pdop > _params.req_pdop);
// Check the reported horizontal and vertical position accuracy
_gps_check_fail_status.flags.hacc = (gps.hacc > _params.req_hacc);
_gps_check_fail_status.flags.vacc = (gps.vacc > _params.req_vacc);
// Check the reported speed accuracy
_gps_check_fail_status.flags.sacc = (gps.sacc > _params.req_sacc);
// check if GPS quality is degraded
_gps_error_norm = fmaxf((gps.hacc / _params.req_hacc), (gps.vacc / _params.req_vacc));
_gps_error_norm = fmaxf(_gps_error_norm, (gps.sacc / _params.req_sacc));
// Calculate time lapsed since last update, limit to prevent numerical errors and calculate a lowpass filter coefficient
constexpr float filt_time_const = 10.0f;
const float dt = math::constrain(float(int64_t(gps.time_us) - int64_t(_gps_pos_prev.getProjectionReferenceTimestamp())) * 1e-6f, 0.001f, filt_time_const);
const float filter_coef = dt / filt_time_const;
// The following checks are only valid when the vehicle is at rest
const double lat = gps.lat;
const double lon = gps.lon;
if (!_control_status.flags.in_air && _control_status.flags.vehicle_at_rest) {
// Calculate position movement since last measurement
float delta_pos_n = 0.0f;
float delta_pos_e = 0.0f;
// calculate position movement since last GPS fix
if (_gps_pos_prev.getProjectionReferenceTimestamp() > 0) {
_gps_pos_prev.project(lat, lon, delta_pos_n, delta_pos_e);
} else {
// no previous position has been set
_gps_pos_prev.initReference(lat, lon, gps.time_us);
_gps_alt_prev = gps.alt;
}
// Calculate the horizontal and vertical drift velocity components and limit to 10x the threshold
const Vector3f vel_limit(_params.req_hdrift, _params.req_hdrift, _params.req_vdrift);
Vector3f pos_derived(delta_pos_n, delta_pos_e, (_gps_alt_prev - gps.alt));
pos_derived = matrix::constrain(pos_derived / dt, -10.0f * vel_limit, 10.0f * vel_limit);
// Apply a low pass filter
_gps_pos_deriv_filt = pos_derived * filter_coef + _gps_pos_deriv_filt * (1.0f - filter_coef);
// Calculate the horizontal drift speed and fail if too high
_gps_horizontal_position_drift_rate_m_s = Vector2f(_gps_pos_deriv_filt.xy()).norm();
_gps_check_fail_status.flags.hdrift = (_gps_horizontal_position_drift_rate_m_s > _params.req_hdrift);
// Fail if the vertical drift speed is too high
_gps_vertical_position_drift_rate_m_s = fabsf(_gps_pos_deriv_filt(2));
_gps_check_fail_status.flags.vdrift = (_gps_vertical_position_drift_rate_m_s > _params.req_vdrift);
// Check the magnitude of the filtered horizontal GPS velocity
const Vector2f gps_velNE = matrix::constrain(Vector2f(gps.vel.xy()),
-10.0f * _params.req_hdrift,
10.0f * _params.req_hdrift);
_gps_velNE_filt = gps_velNE * filter_coef + _gps_velNE_filt * (1.0f - filter_coef);
_gps_filtered_horizontal_velocity_m_s = _gps_velNE_filt.norm();
_gps_check_fail_status.flags.hspeed = (_gps_filtered_horizontal_velocity_m_s > _params.req_hdrift);
} else if (_control_status.flags.in_air) {
// These checks are always declared as passed when flying
// If on ground and moving, the last result before movement commenced is kept
_gps_check_fail_status.flags.hdrift = false;
_gps_check_fail_status.flags.vdrift = false;
_gps_check_fail_status.flags.hspeed = false;
resetGpsDriftCheckFilters();
} else {
// This is the case where the vehicle is on ground and IMU movement is blocking the drift calculation
resetGpsDriftCheckFilters();
}
// save GPS fix for next time
_gps_pos_prev.initReference(lat, lon, gps.time_us);
_gps_alt_prev = gps.alt;
// Check the filtered difference between GPS and EKF vertical velocity
const float vz_diff_limit = 10.0f * _params.req_vdrift;
const float vertVel = math::constrain(gps.vel(2) - _state.vel(2), -vz_diff_limit, vz_diff_limit);
_gps_velD_diff_filt = vertVel * filter_coef + _gps_velD_diff_filt * (1.0f - filter_coef);
_gps_check_fail_status.flags.vspeed = (fabsf(_gps_velD_diff_filt) > _params.req_vdrift);
// assume failed first time through
if (_last_gps_fail_us == 0) {
_last_gps_fail_us = _time_delayed_us;
}
// if any user selected checks have failed, record the fail time
if (
_gps_check_fail_status.flags.fix ||
(_gps_check_fail_status.flags.nsats && (_params.gps_check_mask & MASK_GPS_NSATS)) ||
(_gps_check_fail_status.flags.pdop && (_params.gps_check_mask & MASK_GPS_PDOP)) ||
(_gps_check_fail_status.flags.hacc && (_params.gps_check_mask & MASK_GPS_HACC)) ||
(_gps_check_fail_status.flags.vacc && (_params.gps_check_mask & MASK_GPS_VACC)) ||
(_gps_check_fail_status.flags.sacc && (_params.gps_check_mask & MASK_GPS_SACC)) ||
(_gps_check_fail_status.flags.hdrift && (_params.gps_check_mask & MASK_GPS_HDRIFT)) ||
(_gps_check_fail_status.flags.vdrift && (_params.gps_check_mask & MASK_GPS_VDRIFT)) ||
(_gps_check_fail_status.flags.hspeed && (_params.gps_check_mask & MASK_GPS_HSPD)) ||
(_gps_check_fail_status.flags.vspeed && (_params.gps_check_mask & MASK_GPS_VSPD))
) {
_last_gps_fail_us = _time_delayed_us;
return false;
} else {
_last_gps_pass_us = _time_delayed_us;
return true;
}
}
void Ekf::resetGpsDriftCheckFilters()
{
_gps_velNE_filt.setZero();
_gps_pos_deriv_filt.setZero();
_gps_horizontal_position_drift_rate_m_s = NAN;
_gps_vertical_position_drift_rate_m_s = NAN;
_gps_filtered_horizontal_velocity_m_s = NAN;
}