PX4-Autopilot/EKF/gps_checks.cpp
Paul Riseborough 2b1e8fe910 EKF: Update tuning parameters
Set conservative defaults as a baseline for tuning
Add a missing parameter for magnetometer observation noise.
Correct error in definition of magnetic heading observations noise (previous parameter defined the variance directly, not the noise).
Scale vertical GPS noise to allow for average EPV to EPH ratio.
Update documentation and display names for consistency.
2016-02-03 17:05:45 +11:00

221 lines
8.7 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"
// GPS pre-flight check bit locations
#define MASK_GPS_NSATS (1<<0)
#define MASK_GPS_GDOP (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)
bool Ekf::collect_gps(uint64_t time_usec, struct gps_message *gps)
{
// run gps checks if we have not yet set the NED origin or have not started using GPS
if (!_NED_origin_initialised || !_control_status.flags.gps) {
// if we have good GPS data and the NED origin is not set, set to the last GPS fix
if (gps_is_good(gps) && !_NED_origin_initialised) {
printf("gps is good - setting EKF origin\n");
// Initialise projection
double lat = gps->lat / 1.0e7;
double lon = gps->lon / 1.0e7;
map_projection_init(&_pos_ref, lat, lon);
_gps_alt_ref = gps->alt / 1e3f;
_NED_origin_initialised = true;
_last_gps_origin_time_us = _time_last_imu;
}
}
// start collecting GPS if there is a 3D fix and the NED origin has been set
if (_NED_origin_initialised && gps->fix_type >= 3) {
return true;
} else {
return false;
}
return false;
}
/*
* Return true if the GPS solution quality is adequate to set an origin for the EKF
* and start GPS aiding.
* All activated checks must pass for 10 seconds.
* Checks are activated using the EKF2_GPS_CHECK bitmask parameter
* Checks are adjusted using the EKF2_REQ_* parameters
*/
bool Ekf::gps_is_good(struct gps_message *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 geometric dilution of precision
_gps_check_fail_status.flags.gdop = (gps->gdop > _params.req_gdop);
// Check the reported horizontal position accuracy
_gps_check_fail_status.flags.hacc = (gps->eph > _params.req_hacc);
// Check the reported vertical position accuracy
_gps_check_fail_status.flags.vacc = (gps->epv > _params.req_vacc);
// Check the reported speed accuracy
_gps_check_fail_status.flags.sacc = (gps->sacc > _params.req_sacc);
// Calculate position movement since last measurement
float delta_posN = 0.0f;
float delta_PosE = 0.0f;
double lat = gps->lat * 1.0e-7;
double lon = gps->lon * 1.0e-7;
if (_pos_ref.init_done) {
map_projection_project(&_pos_ref, lat, lon, &delta_posN, &delta_PosE);
} else {
map_projection_init(&_pos_ref, lat, lon);
_gps_alt_ref = gps->alt * 1e-3f;
}
// Calculate time lapsed since last update, limit to prevent numerical errors and calculate the lowpass filter coefficient
const float filt_time_const = 10.0f;
float dt = fminf(fmaxf(float(_time_last_imu - _last_gps_origin_time_us) * 1e-6f, 0.001f), filt_time_const);
float filter_coef = dt / filt_time_const;
// Calculate the horizontal drift velocity components and limit to 10x the threshold
float vel_limit = 10.0f * _params.req_hdrift;
float velN = fminf(fmaxf(delta_posN / dt, -vel_limit), vel_limit);
float velE = fminf(fmaxf(delta_PosE / dt, -vel_limit), vel_limit);
// Apply a low pass filter
_gpsDriftVelN = velN * filter_coef + _gpsDriftVelN * (1.0f - filter_coef);
_gpsDriftVelE = velE * filter_coef + _gpsDriftVelE * (1.0f - filter_coef);
// Calculate the horizontal drift speed and fail if too high
// This check can only be used if the vehicle is stationary during alignment
if (!_control_status.flags.armed) {
float drift_speed = sqrtf(_gpsDriftVelN * _gpsDriftVelN + _gpsDriftVelE * _gpsDriftVelE);
_gps_check_fail_status.flags.hdrift = (drift_speed > _params.req_hdrift);
} else {
_gps_check_fail_status.flags.hdrift = false;
}
// Save current position as the reference for next time
map_projection_init(&_pos_ref, lat, lon);
_last_gps_origin_time_us = _time_last_imu;
// Calculate the vertical drift velocity and limit to 10x the threshold
vel_limit = 10.0f * _params.req_vdrift;
float velD = fminf(fmaxf((_gps_alt_ref - gps->alt * 1e-3f) / dt, -vel_limit), vel_limit);
// Save the current height as the reference for next time
_gps_alt_ref = gps->alt * 1e-3f;
// Apply a low pass filter to the vertical velocity
_gps_drift_velD = velD * filter_coef + _gps_drift_velD * (1.0f - filter_coef);
// Fail if the vertical drift speed is too high
// This check can only be used if the vehicle is stationary during alignment
if (!_control_status.flags.armed) {
_gps_check_fail_status.flags.vdrift = (fabsf(_gps_drift_velD) > _params.req_vdrift);
} else {
_gps_check_fail_status.flags.vdrift = false;
}
// Check the magnitude of the filtered horizontal GPS velocity
// This check can only be used if the vehicle is stationary during alignment
if (!_control_status.flags.armed) {
vel_limit = 10.0f * _params.req_hdrift;
float velN = fminf(fmaxf(gps->vel_ned[0], -vel_limit), vel_limit);
float velE = fminf(fmaxf(gps->vel_ned[1], -vel_limit), vel_limit);
_gps_velN_filt = velN * filter_coef + _gps_velN_filt * (1.0f - filter_coef);
_gps_velE_filt = velE * filter_coef + _gps_velE_filt * (1.0f - filter_coef);
float horiz_speed = sqrtf(_gps_velN_filt * _gps_velN_filt + _gps_velE_filt * _gps_velE_filt);
_gps_check_fail_status.flags.hspeed = (horiz_speed > _params.req_hdrift);
} else {
_gps_check_fail_status.flags.hspeed = false;
}
// Check the filtered difference between GPS and EKF vertical velocity
vel_limit = 10.0f * _params.req_vdrift;
float vertVel = fminf(fmaxf((gps->vel_ned[2] - _state.vel(2)), -vel_limit), vel_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_last_imu;
}
// 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.gdop && (_params.gps_check_mask & MASK_GPS_GDOP)) ||
(_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_last_imu;
}
// continuous period without fail of 10 seconds required to return a healthy status
if (_time_last_imu - _last_gps_fail_us > 1e7) {
return true;
}
return false;
}