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ekf2: consolidate and simplify gnd effect logic

This commit is contained in:
Daniel Agar 2021-12-16 14:58:46 -05:00
parent 1d7791dad6
commit d6d529539d
9 changed files with 609 additions and 612 deletions
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2
src/modules/ekf2/EKF/control.cpp
View File

@ -887,7 +887,7 @@ void Ekf::controlHeightFusion()
updateBaroHgtBias();
updateBaroHgtOffset();
checkGroundEffectTimeout();
updateGroundEffect();
if (_control_status.flags.baro_hgt) {

2
src/modules/ekf2/EKF/ekf.h
View File

@ -933,7 +933,7 @@ private:
void updateBaroHgtOffset();
void updateBaroHgtBias();
void checkGroundEffectTimeout();
void updateGroundEffect();
// return an estimation of the GPS altitude variance
float getGpsHeightVariance();

19
src/modules/ekf2/EKF/ekf_helper.cpp
View File

@ -1368,14 +1368,23 @@ void Ekf::updateBaroHgtBias()
}
}
void Ekf::checkGroundEffectTimeout()
void Ekf::updateGroundEffect()
{
// Turn off ground effect compensation if it times out
if (_control_status.flags.gnd_effect) {
if (isTimedOut(_time_last_gnd_effect_on, GNDEFFECT_TIMEOUT)) {
if (_control_status.flags.in_air && !_control_status.flags.fixed_wing) {
if (isTerrainEstimateValid()) {
// automatically set ground effect if terrain is valid
float height = _terrain_vpos - _state.pos(2);
_control_status.flags.gnd_effect = (height < _params.gnd_effect_max_hgt);
_control_status.flags.gnd_effect = false;
} else if (_control_status.flags.gnd_effect) {
// Turn off ground effect compensation if it times out
if (isTimedOut(_time_last_gnd_effect_on, GNDEFFECT_TIMEOUT)) {
_control_status.flags.gnd_effect = false;
}
}
} else {
_control_status.flags.gnd_effect = false;
}
}

4
src/modules/ekf2/EKF/estimator_interface.h
View File

@ -136,9 +136,9 @@ public:
// set flag if static pressure rise due to ground effect is expected
// use _params.gnd_effect_deadzone to adjust for expected rise in static pressure
// flag will clear after GNDEFFECT_TIMEOUT uSec
void set_gnd_effect_flag(bool gnd_effect)
void set_gnd_effect()
{
_control_status.flags.gnd_effect = gnd_effect;
_control_status.flags.gnd_effect = true;
_time_last_gnd_effect_on = _time_last_imu;
}

7
src/modules/ekf2/EKF/height_fusion.cpp
View File

@ -47,10 +47,11 @@ void Ekf::fuseBaroHgt()
// Compensate for positive static pressure transients (negative vertical position innovations)
// caused by rotor wash ground interaction by applying a temporary deadzone to baro innovations.
const float deadzone_start = 0.0f;
const float deadzone_end = deadzone_start + _params.gnd_effect_deadzone;
if (_control_status.flags.gnd_effect && (_params.gnd_effect_deadzone > 0.f)) {
const float deadzone_start = 0.0f;
const float deadzone_end = deadzone_start + _params.gnd_effect_deadzone;
if (_control_status.flags.gnd_effect) {
if (_baro_hgt_innov < -deadzone_start) {
if (_baro_hgt_innov <= -deadzone_end) {
_baro_hgt_innov += deadzone_end;

41
src/modules/ekf2/EKF2.cpp
View File

@ -515,25 +515,28 @@ void EKF2::Run()
vehicle_land_detected_s vehicle_land_detected;
if (_vehicle_land_detected_sub.copy(&vehicle_land_detected)) {
const bool was_in_air = _ekf.control_status_flags().in_air;
_ekf.set_in_air_status(!vehicle_land_detected.landed);
_ekf.set_vehicle_at_rest(vehicle_land_detected.at_rest);
if (_armed && (_param_ekf2_gnd_eff_dz.get() > 0.f)) {
if (!_had_valid_terrain) {
// update ground effect flag based on land detector state if we've never had valid terrain data
_ekf.set_gnd_effect_flag(vehicle_land_detected.in_ground_effect);
}
} else {
_ekf.set_gnd_effect_flag(false);
if (vehicle_land_detected.in_ground_effect) {
_ekf.set_gnd_effect();
}
// reset learned sensor calibrations on takeoff
if (_ekf.control_status_flags().in_air && !was_in_air) {
const bool was_in_air = _ekf.control_status_flags().in_air;
const bool in_air = !vehicle_land_detected.landed;
if (!was_in_air && in_air) {
// takeoff
_ekf.set_in_air_status(true);
// reset learned sensor calibrations on takeoff
_accel_cal = {};
_gyro_cal = {};
_mag_cal = {};
} else if (was_in_air && !in_air) {
// landed
_ekf.set_in_air_status(false);
}
}
}
@ -934,20 +937,6 @@ void EKF2::PublishLocalPosition(const hrt_abstime &timestamp)
lpos.dist_bottom_valid = _ekf.isTerrainEstimateValid();
lpos.dist_bottom_sensor_bitfield = _ekf.getTerrainEstimateSensorBitfield();
if (!_had_valid_terrain) {
_had_valid_terrain = lpos.dist_bottom_valid;
}
// only consider ground effect if compensation is configured and the vehicle is armed (props spinning)
if ((_param_ekf2_gnd_eff_dz.get() > 0.0f) && _armed && lpos.dist_bottom_valid) {
// set ground effect flag if vehicle is closer than a specified distance to the ground
_ekf.set_gnd_effect_flag(lpos.dist_bottom < _param_ekf2_gnd_max_hgt.get());
// if we have no valid terrain estimate and never had one then use ground effect flag from land detector
// _had_valid_terrain is used to make sure that we don't fall back to using this option
// if we temporarily lose terrain data due to the distance sensor getting out of range
}
_ekf.get_ekf_lpos_accuracy(&lpos.eph, &lpos.epv);
_ekf.get_ekf_vel_accuracy(&lpos.evh, &lpos.evv);

2
src/modules/ekf2/EKF2.hpp
View File

@ -213,8 +213,6 @@ private:
InFlightCalibration _gyro_cal{};
InFlightCalibration _mag_cal{};
bool _had_valid_terrain{false}; ///< true if at any time there was a valid terrain estimate
uint64_t _gps_time_usec{0};
int32_t _gps_alttitude_ellipsoid{0}; ///< altitude in 1E-3 meters (millimeters) above ellipsoid
uint64_t _gps_alttitude_ellipsoid_previous_timestamp{0}; ///< storage for previous timestamp to compute dt

456
src/modules/ekf2/test/change_indication/ekf_gsf_reset.csv
View File

@ -4,235 +4,235 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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19290000,0.707,-0.000132,-0.012,0.707,0.0157,-0.00228,0.00565,0.0101,-0.00157,-365,-1.34e-05,-6.13e-05,6.96e-06,-4.74e-05,6.19e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000136,0.000109,0.000109,0.000131,0.0292,0.0292,0.0109,0.0496,0.0496,0.042,2.93e-10,2.93e-10,6.85e-10,3.07e-06,3.07e-06,5.34e-08,0,0,0,0,0,0,0,0
19390000,0.707,-0.000118,-0.0119,0.707,0.0133,-0.00295,0.0094,0.00817,-0.00131,-365,-1.36e-05,-6.13e-05,7.11e-06,-4.7e-05,6.47e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000136,0.000106,0.000106,0.00013,0.026,0.026,0.0107,0.0438,0.0438,0.0419,2.68e-10,2.68e-10,6.72e-10,3.06e-06,3.06e-06,5.15e-08,0,0,0,0,0,0,0,0
19490000,0.707,-9.9e-05,-0.0119,0.707,0.0124,-0.00394,0.00599,0.00942,-0.00167,-365,-1.36e-05,-6.13e-05,7.41e-06,-4.72e-05,6.49e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000136,0.000107,0.000107,0.00013,0.0284,0.0284,0.0106,0.0493,0.0493,0.0418,2.68e-10,2.68e-10,6.57e-10,3.06e-06,3.06e-06,5.02e-08,0,0,0,0,0,0,0,0
19590000,0.707,-4.71e-05,-0.0118,0.707,0.0105,-0.00473,0.00546,0.00764,-0.00141,-365,-1.37e-05,-6.13e-05,7.79e-06,-4.68e-05,6.72e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000135,0.000104,0.000104,0.00013,0.0253,0.0253,0.0103,0.0437,0.0437,0.0412,2.45e-10,2.45e-10,6.43e-10,3.06e-06,3.06e-06,5e-08,0,0,0,0,0,0,0,0
19690000,0.707,-5.01e-05,-0.0119,0.707,0.0109,-0.00718,0.00703,0.00872,-0.002,-365,-1.37e-05,-6.13e-05,7.56e-06,-4.67e-05,6.71e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000135,0.000105,0.000105,0.00013,0.0277,0.0277,0.0102,0.0491,0.0491,0.041,2.46e-10,2.46e-10,6.29e-10,3.06e-06,3.06e-06,5e-08,0,0,0,0,0,0,0,0
19790000,0.707,1.98e-05,-0.0118,0.707,0.00861,-0.00778,0.00756,0.00709,-0.00162,-365,-1.38e-05,-6.12e-05,7.57e-06,-4.57e-05,6.9e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000135,0.000103,0.000103,0.000129,0.0247,0.0247,0.01,0.0435,0.0435,0.0409,2.25e-10,2.25e-10,6.17e-10,3.05e-06,3.05e-06,5e-08,0,0,0,0,0,0,0,0
19890000,0.707,-3.58e-05,-0.0118,0.707,0.00746,-0.0083,0.00879,0.00791,-0.00243,-365,-1.38e-05,-6.12e-05,7.99e-06,-4.55e-05,6.87e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000135,0.000104,0.000104,0.000129,0.0269,0.0269,0.00991,0.0489,0.0489,0.0408,2.26e-10,2.26e-10,6.04e-10,3.05e-06,3.05e-06,5e-08,0,0,0,0,0,0,0,0
19990000,0.707,-4.67e-05,-0.0118,0.707,0.00499,-0.00878,0.0115,0.00645,-0.00201,-365,-1.39e-05,-6.12e-05,8.54e-06,-4.45e-05,7.01e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000134,0.000102,0.000101,0.000129,0.024,0.024,0.00966,0.0434,0.0434,0.0402,2.08e-10,2.08e-10,5.91e-10,3.05e-06,3.05e-06,5e-08,0,0,0,0,0,0,0,0
20090000,0.708,-5.55e-05,-0.0117,0.706,0.00483,-0.011,0.0119,0.00693,-0.00299,-365,-1.39e-05,-6.12e-05,9e-06,-4.47e-05,7.03e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000134,0.000102,0.000102,0.000129,0.0262,0.0262,0.00965,0.0486,0.0486,0.0405,2.08e-10,2.08e-10,5.8e-10,3.05e-06,3.05e-06,5e-08,0,0,0,0,0,0,0,0
20190000,0.708,4.93e-05,-0.0117,0.706,0.00253,-0.0114,0.0142,0.00461,-0.00242,-365,-1.4e-05,-6.11e-05,9.19e-06,-4.3e-05,7.2e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000134,0.0001,0.0001,0.000128,0.0234,0.0234,0.00941,0.0432,0.0432,0.04,1.91e-10,1.91e-10,5.68e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20290000,0.708,6.55e-06,-0.0117,0.706,0.00149,-0.0133,0.0122,0.00481,-0.00365,-365,-1.4e-05,-6.11e-05,9.31e-06,-4.29e-05,7.19e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,0.000101,0.000101,0.000128,0.0255,0.0255,0.00934,0.0484,0.0484,0.0398,1.92e-10,1.92e-10,5.56e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20190000,0.708,4.93e-05,-0.0117,0.706,0.00253,-0.0114,0.0141,0.00461,-0.00242,-365,-1.4e-05,-6.11e-05,9.19e-06,-4.3e-05,7.2e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000134,0.0001,0.0001,0.000128,0.0234,0.0234,0.00941,0.0432,0.0432,0.04,1.91e-10,1.91e-10,5.68e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20290000,0.708,6.54e-06,-0.0117,0.706,0.00149,-0.0133,0.0122,0.00481,-0.00365,-365,-1.4e-05,-6.11e-05,9.31e-06,-4.29e-05,7.19e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,0.000101,0.000101,0.000128,0.0255,0.0255,0.00934,0.0484,0.0484,0.0398,1.92e-10,1.92e-10,5.56e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20390000,0.708,2.78e-05,-0.0118,0.706,-0.000983,-0.0136,0.0143,0.00286,-0.00295,-365,-1.41e-05,-6.1e-05,9.29e-06,-4.13e-05,7.33e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,9.91e-05,9.9e-05,0.000128,0.0229,0.0229,0.00919,0.043,0.043,0.0397,1.77e-10,1.77e-10,5.46e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20490000,0.708,8.02e-05,-0.0118,0.706,-0.00137,-0.0146,0.0142,0.00273,-0.00437,-365,-1.41e-05,-6.1e-05,9.1e-06,-4.15e-05,7.35e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,9.97e-05,9.97e-05,0.000127,0.0249,0.0249,0.00913,0.0481,0.0481,0.0396,1.77e-10,1.77e-10,5.35e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20590000,0.708,0.000105,-0.0118,0.706,-0.00111,-0.0144,0.0112,0.0023,-0.00358,-365,-1.41e-05,-6.09e-05,8.92e-06,-4.01e-05,7.37e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,9.8e-05,9.79e-05,0.000127,0.0223,0.0223,0.00893,0.0428,0.0428,0.0391,1.64e-10,1.64e-10,5.24e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20690000,0.708,0.000128,-0.0119,0.706,-0.00102,-0.016,0.0127,0.00219,-0.00508,-365,-1.41e-05,-6.09e-05,9.02e-06,-3.99e-05,7.36e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,9.86e-05,9.85e-05,0.000127,0.0243,0.0243,0.00893,0.0479,0.0479,0.0394,1.64e-10,1.64e-10,5.15e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20690000,0.708,0.000128,-0.0119,0.706,-0.00102,-0.016,0.0126,0.00219,-0.00508,-365,-1.41e-05,-6.09e-05,9.02e-06,-3.99e-05,7.36e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000133,9.86e-05,9.85e-05,0.000127,0.0243,0.0243,0.00893,0.0479,0.0479,0.0394,1.64e-10,1.64e-10,5.15e-10,3.04e-06,3.04e-06,5e-08,0,0,0,0,0,0,0,0
20790000,0.708,0.000162,-0.0119,0.706,-0.00222,-0.0149,0.013,0.00181,-0.00413,-365,-1.41e-05,-6.08e-05,9.06e-06,-3.82e-05,7.35e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000132,9.7e-05,9.69e-05,0.000127,0.0218,0.0218,0.00875,0.0427,0.0427,0.0389,1.52e-10,1.52e-10,5.05e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
20890000,0.708,0.000145,-0.0119,0.706,-0.00258,-0.0174,0.0123,0.00158,-0.00574,-365,-1.41e-05,-6.08e-05,9.31e-06,-3.8e-05,7.33e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000132,9.76e-05,9.75e-05,0.000126,0.0237,0.0237,0.0087,0.0477,0.0477,0.0387,1.52e-10,1.52e-10,4.94e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
20890000,0.708,0.000145,-0.0119,0.706,-0.00258,-0.0174,0.0122,0.00158,-0.00574,-365,-1.41e-05,-6.08e-05,9.31e-06,-3.8e-05,7.33e-05,-0.0013,0.209,0.00204,0.432,0,0,0,0,0,0.000132,9.76e-05,9.75e-05,0.000126,0.0237,0.0237,0.0087,0.0477,0.0477,0.0387,1.52e-10,1.52e-10,4.94e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
20990000,0.708,0.000154,-0.0119,0.706,-0.00292,-0.018,0.0128,0.0031,-0.00477,-365,-1.41e-05,-6.07e-05,9.3e-06,-3.62e-05,7.25e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000132,9.61e-05,9.6e-05,0.000126,0.0213,0.0213,0.00854,0.0425,0.0425,0.0383,1.42e-10,1.42e-10,4.85e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
21090000,0.708,0.000149,-0.0119,0.706,-0.00301,-0.0206,0.0133,0.00281,-0.0067,-365,-1.41e-05,-6.07e-05,9.44e-06,-3.61e-05,7.24e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000132,9.66e-05,9.65e-05,0.000126,0.0231,0.0231,0.00855,0.0474,0.0474,0.0385,1.42e-10,1.42e-10,4.76e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
21090000,0.708,0.000149,-0.0119,0.706,-0.00301,-0.0206,0.0132,0.00281,-0.0067,-365,-1.41e-05,-6.07e-05,9.44e-06,-3.61e-05,7.24e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000132,9.66e-05,9.65e-05,0.000126,0.0231,0.0231,0.00855,0.0474,0.0474,0.0385,1.42e-10,1.42e-10,4.76e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
21190000,0.708,0.000191,-0.0119,0.706,-0.00234,-0.0193,0.0124,0.00418,-0.00556,-365,-1.4e-05,-6.06e-05,9.31e-06,-3.42e-05,7.18e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000131,9.52e-05,9.51e-05,0.000126,0.0208,0.0208,0.0084,0.0423,0.0423,0.0381,1.32e-10,1.32e-10,4.67e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
21290000,0.708,0.000229,-0.0119,0.706,-0.00285,-0.0217,0.0145,0.00393,-0.00759,-365,-1.4e-05,-6.06e-05,9.63e-06,-3.39e-05,7.14e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000131,9.57e-05,9.56e-05,0.000125,0.0226,0.0226,0.00838,0.0472,0.0472,0.038,1.32e-10,1.32e-10,4.58e-10,3.03e-06,3.03e-06,5e-08,0,0,0,0,0,0,0,0
21390000,0.708,0.000274,-0.0119,0.706,-0.00375,-0.0208,0.0144,0.00329,-0.00531,-365,-1.4e-05,-6.04e-05,9.39e-06,-3.12e-05,7.15e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000131,9.44e-05,9.43e-05,0.000125,0.0204,0.0204,0.00828,0.0421,0.0421,0.0379,1.23e-10,1.24e-10,4.5e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21390000,0.708,0.000274,-0.0119,0.706,-0.00375,-0.0208,0.0143,0.00329,-0.00531,-365,-1.4e-05,-6.04e-05,9.39e-06,-3.12e-05,7.15e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000131,9.44e-05,9.43e-05,0.000125,0.0204,0.0204,0.00828,0.0421,0.0421,0.0379,1.23e-10,1.24e-10,4.5e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21490000,0.708,0.000279,-0.0119,0.706,-0.0042,-0.0221,0.014,0.00287,-0.00744,-365,-1.4e-05,-6.04e-05,9.49e-06,-3.12e-05,7.15e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.000131,9.49e-05,9.48e-05,0.000125,0.0221,0.0221,0.00827,0.0469,0.0469,0.0378,1.24e-10,1.24e-10,4.41e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21590000,0.708,0.000305,-0.0119,0.706,-0.00481,-0.0193,0.0139,0.00237,-0.00518,-365,-1.4e-05,-6.02e-05,9.37e-06,-2.85e-05,7.13e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.00013,9.37e-05,9.36e-05,0.000125,0.0199,0.0199,0.00814,0.0419,0.0419,0.0374,1.16e-10,1.16e-10,4.33e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21690000,0.708,0.000311,-0.0119,0.706,-0.00464,-0.0206,0.0156,0.00189,-0.00718,-365,-1.4e-05,-6.02e-05,9.45e-06,-2.85e-05,7.13e-05,-0.00129,0.209,0.00204,0.432,0,0,0,0,0,0.00013,9.41e-05,9.4e-05,0.000125,0.0216,0.0216,0.00818,0.0467,0.0467,0.0376,1.16e-10,1.16e-10,4.26e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21790000,0.708,0.000323,-0.0119,0.706,-0.00529,-0.0154,0.0141,0.000555,-0.00295,-365,-1.4e-05,-6e-05,9.19e-06,-2.47e-05,7.19e-05,-0.00128,0.209,0.00204,0.432,0,0,0,0,0,0.00013,9.3e-05,9.29e-05,0.000124,0.0195,0.0195,0.00806,0.0418,0.0418,0.0372,1.09e-10,1.09e-10,4.18e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21890000,0.708,0.000325,-0.0119,0.706,-0.00521,-0.016,0.0145,2.61e-05,-0.00452,-365,-1.4e-05,-6e-05,9.13e-06,-2.48e-05,7.2e-05,-0.00128,0.209,0.00204,0.432,0,0,0,0,0,0.00013,9.34e-05,9.33e-05,0.000124,0.0211,0.0211,0.00805,0.0464,0.0464,0.0371,1.09e-10,1.09e-10,4.1e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
21990000,0.708,0.000373,-0.012,0.706,-0.00576,-0.0132,0.0154,-0.000964,-0.000862,-365,-1.41e-05,-5.98e-05,9.08e-06,-2.15e-05,7.22e-05,-0.00128,0.209,0.00204,0.432,0,0,0,0,0,0.000129,9.23e-05,9.22e-05,0.000124,0.0191,0.0191,0.00799,0.0416,0.0416,0.0371,1.02e-10,1.02e-10,4.03e-10,3.02e-06,3.02e-06,5e-08,0,0,0,0,0,0,0,0
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1 Timestamp state[0] state[1] state[2] state[3] state[4] state[5] state[6] state[7] state[8] state[9] state[10] state[11] state[12] state[13] state[14] state[15] state[16] state[17] state[18] state[19] state[20] state[21] state[22] state[23] variance[0] variance[1] variance[2] variance[3] variance[4] variance[5] variance[6] variance[7] variance[8] variance[9] variance[10] variance[11] variance[12] variance[13] variance[14] variance[15] variance[16] variance[17] variance[18] variance[19] variance[20] variance[21] variance[22] variance[23]
4 190000 1 -0.0105 -0.0107 -0.0168 -0.000387 -0.000237 -0.00902 -2.26e-05 -1e-05 -0.000148 2.53e-16 -1.43e-15 -2.62e-17 -5.62e-13 5.39e-13 -2.61e-11 0.192 0.00187 0.404 0 0 0 0 0 1.51e-06 0.00251 0.00251 0.00338 25 25 0.563 100 100 0.8 1e-06 1e-06 1e-06 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
5 290000 1 -0.0106 -0.011 -0.0167 0.0006 0.000288 -0.0229 -2.94e-05 -3.64e-05 -0.00117 4.88e-14 1.33e-13 2.23e-15 -5.59e-11 5.32e-11 -2.58e-09 0.192 0.00187 0.404 0 0 0 0 0 1.21e-06 0.00256 0.00256 0.00222 25 25 0.562 101 101 0.337 1e-06 1e-06 9.97e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
6 390000 1 -0.0106 -0.0113 -0.0167 0.00209 0.000238 -0.0372 6.41e-05 2.46e-05 -0.00309 -2.6e-12 5.44e-12 1.52e-13 -6.62e-10 6.28e-10 -3.04e-08 0.192 0.00187 0.404 0 0 0 0 0 1.1e-06 0.00267 0.00267 0.00169 24.8 24.8 0.557 0.29 0.29 0.209 1e-06 1e-06 9.88e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
7 490000 1 -0.0107 -0.0117 -0.0168 0.00463 -0.000559 -0.0518 -0.0523 0.000405 -6.66e-06 -0.00585 -0.00678 -7.98e-12 -6.28e-12 5.7e-11 1.99e-11 1.01e-12 4.49e-13 -3.43e-09 -1.64e-09 3.22e-09 1.54e-09 -1.55e-07 -7.44e-08 0.192 0.00187 0.404 0 0 0 0 0 1.09e-06 0.00282 0.00282 0.00141 24.9 24.9 0.544 0.739 0.739 0.159 1e-06 1e-06 9.73e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
8 590000 1 -0.0107 -0.012 -0.0168 0.00418 7.19e-05 -0.0635 -0.0655 0.000239 -5.38e-06 -0.00952 -0.0126 -2.62e-11 -2.8e-11 -5.03e-09 -5.27e-09 -4.58e-11 -4.9e-11 2.59e-09 1.12e-08 9.45e-09 1.49e-09 -4.58e-07 -7.47e-08 0.192 0.00187 0.404 0 0 0 0 0 1.11e-06 0.00302 0.00302 0.00125 7.8 7.8 0.527 0.267 0.267 0.141 1e-06 1e-06 9.49e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
9 690000 1 -0.0108 -0.0123 -0.0167 0.00685 -0.00098 -0.0756 -0.0807 0.000761 -7.96e-05 -0.0133 -0.0199 -3.54e-13 -2.8e-11 -4.35e-09 -5.27e-09 -3.85e-11 -4.9e-11 -1.44e-08 1.12e-08 2.51e-08 1.49e-09 -1.21e-06 -7.47e-08 0.192 0.00187 0.404 0 0 0 0 0 1.17e-06 0.00328 0.00328 0.00116 7.87 7.87 0.497 0.556 0.556 0.13 1e-06 1e-06 9.16e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
10 790000 1 -0.0109 -0.0126 -0.0167 0.00622 -0.000505 -0.0862 -0.0952 0.000417 -4.87e-05 -0.0179 -0.0287 -2.42e-09 -2.56e-09 -3.1e-08 -3.32e-08 -2.51e-10 -2.74e-10 -5.66e-09 4.66e-08 4.62e-08 -1.72e-09 -2.38e-06 -7.56e-08 0.192 0.00187 0.404 0 0 0 0 0 1.27e-06 0.00356 0.00356 0.00111 2.63 2.63 0.465 0.218 0.218 0.129 9.99e-07 9.99e-07 8.75e-07 4e-06 4e-06 3.99e-06 0 0 0 0 0 0 0 0
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688
src/modules/ekf2/test/change_indication/iris_gps.csv
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19390000,0.982,-0.00667,-0.0101,0.186,-0.00274,-0.000986,0.0241,0.00357,-0.000596,0.00995,-1.52e-05,-5.98e-05,1.26e-06,-1.31e-05,0.000104,-0.00132,0.204,0.002,0.435,0,0,0,0,0,3.18e-06,0.000105,0.000105,8.61e-05,0.0261,0.0261,0.00831,0.0439,0.0439,0.0353,2.7e-10,2.7e-10,6.94e-10,3.01e-06,3.01e-06,5e-08,0,0,0,0,0,0,0,0
19490000,0.982,-0.0067,-0.00999,0.186,-0.00364,-0.000894,0.0236,0.00324,-0.000678,0.00945,-1.52e-05,-5.98e-05,9.5e-07,-1.34e-05,0.000105,-0.00132,0.204,0.002,0.435,0,0,0,0,0,3.16e-06,0.000106,0.000106,8.55e-05,0.0285,0.0285,0.00835,0.0494,0.0494,0.0354,2.7e-10,2.71e-10,6.79e-10,3.01e-06,3.01e-06,5e-08,0,0,0,0,0,0,0,0
19590000,0.982,-0.00665,-0.0101,0.187,-0.00472,-0.00389,0.0256,0.00384,-0.00179,0.00996,-1.51e-05,-5.97e-05,8.52e-07,-1.26e-05,0.000103,-0.00132,0.204,0.002,0.435,0,0,0,0,0,3.14e-06,0.000103,0.000103,8.48e-05,0.0254,0.0254,0.00827,0.0437,0.0437,0.0352,2.48e-10,2.48e-10,6.64e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19690000,0.982,-0.00667,-0.0101,0.186,-0.00646,-0.00234,0.0241,0.00331,-0.00209,0.0096,-1.51e-05,-5.97e-05,1.01e-06,-1.27e-05,0.000103,-0.00132,0.204,0.002,0.435,0,0,0,0,0,3.12e-06,0.000104,0.000104,8.42e-05,0.0278,0.0278,0.00831,0.0492,0.0492,0.0353,2.48e-10,2.48e-10,6.5e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19790000,0.982,-0.00675,-0.0102,0.187,-0.00656,-0.00103,0.0226,0.00573,-0.00172,0.00584,-1.5e-05,-5.96e-05,7.7e-07,-1.08e-05,0.000103,-0.00131,0.204,0.002,0.435,0,0,0,0,0,3.1e-06,0.000102,0.000102,8.39e-05,0.0248,0.0248,0.00827,0.0436,0.0436,0.0354,2.27e-10,2.27e-10,6.37e-10,2.99e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19890000,0.982,-0.00677,-0.0102,0.187,-0.00666,-0.000697,0.0229,0.00503,-0.00176,0.00477,-1.5e-05,-5.96e-05,6.57e-07,-1.12e-05,0.000103,-0.00131,0.204,0.002,0.435,0,0,0,0,0,3.08e-06,0.000103,0.000103,8.33e-05,0.027,0.027,0.00831,0.0489,0.0489,0.0355,2.27e-10,2.28e-10,6.24e-10,2.99e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19990000,0.982,-0.00678,-0.0104,0.187,-0.00639,-0.000823,0.0203,0.00542,-0.000352,0.00186,-1.51e-05,-5.95e-05,6.94e-07,-9.56e-06,0.000104,-0.00131,0.204,0.002,0.435,0,0,0,0,0,3.06e-06,0.0001,0.0001,8.26e-05,0.0241,0.0241,0.00822,0.0434,0.0434,0.0352,2.09e-10,2.09e-10,6.11e-10,2.99e-06,2.99e-06,5e-08,0,0,0,0,0,0,0,0
20090000,0.982,-0.00679,-0.0104,0.186,-0.00592,-0.00299,0.0207,0.00479,-0.000554,0.00547,-1.51e-05,-5.95e-05,6.69e-07,-9.45e-06,0.000104,-0.00131,0.204,0.002,0.435,0,0,0,0,0,3.05e-06,0.000101,0.000101,8.24e-05,0.0263,0.0263,0.0083,0.0487,0.0487,0.0356,2.09e-10,2.09e-10,5.99e-10,2.99e-06,2.99e-06,5e-08,0,0,0,0,0,0,0,0
20190000,0.982,-0.00678,-0.0105,0.187,-0.00483,-0.00056,0.0217,0.00588,-0.000369,0.00553,-1.51e-05,-5.94e-05,4.26e-07,-8.59e-06,0.000104,-0.00131,0.204,0.002,0.435,0,0,0,0,0,3.02e-06,9.92e-05,9.91e-05,8.17e-05,0.0235,0.0235,0.00822,0.0432,0.0432,0.0354,1.93e-10,1.93e-10,5.87e-10,2.98e-06,2.99e-06,5e-08,0,0,0,0,0,0,0,0
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19390000,0.982,-0.00659,-0.00988,0.186,-0.00328,-0.0014,0.0481,0.00326,-0.000747,-0.14,-1.51e-05,-5.99e-05,1.36e-06,-4.67e-05,0.000129,-0.00141,0.204,0.002,0.435,0,0,0,0,0,3.18e-06,0.000105,0.000105,8.61e-05,0.0261,0.0261,0.00831,0.0439,0.0439,0.0353,2.71e-10,2.71e-10,6.94e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19490000,0.982,-0.00662,-0.00979,0.186,-0.00423,-0.00133,0.0462,0.00287,-0.000868,-0.144,-1.51e-05,-5.99e-05,1.05e-06,-4.76e-05,0.000129,-0.0014,0.204,0.002,0.435,0,0,0,0,0,3.16e-06,0.000106,0.000106,8.55e-05,0.0286,0.0286,0.00835,0.0494,0.0494,0.0354,2.71e-10,2.71e-10,6.79e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19590000,0.982,-0.00657,-0.00988,0.186,-0.00525,-0.00428,0.0465,0.00354,-0.00194,-0.148,-1.5e-05,-5.98e-05,9.41e-07,-4.72e-05,0.000128,-0.0014,0.204,0.002,0.435,0,0,0,0,0,3.14e-06,0.000104,0.000104,8.48e-05,0.0254,0.0254,0.00827,0.0437,0.0437,0.0352,2.48e-10,2.48e-10,6.64e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
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1 Timestamp state[0] state[1] state[2] state[3] state[4] state[5] state[6] state[7] state[8] state[9] state[10] state[11] state[12] state[13] state[14] state[15] state[16] state[17] state[18] state[19] state[20] state[21] state[22] state[23] variance[0] variance[1] variance[2] variance[3] variance[4] variance[5] variance[6] variance[7] variance[8] variance[9] variance[10] variance[11] variance[12] variance[13] variance[14] variance[15] variance[16] variance[17] variance[18] variance[19] variance[20] variance[21] variance[22] variance[23]
5 290000 0.979 -0.00874 -0.0141 0.205 0.000802 -0.000467 -0.0221 -6.93e-05 -2.28e-05 -0.0167 6.37e-12 1.62e-12 -8.44e-14 -1.2e-09 1.15e-09 -5.09e-08 0.203 0.0106 0.434 0 0 0 0 0 9.39e-05 0.00253 0.00253 0.00213 25 25 0.562 101 101 0.337 1e-06 1e-06 9.97e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
6 390000 0.979 -0.00874 -0.0144 0.205 0.00384 -0.000211 -0.0378 0.000107 7.65e-06 -0.00915 -8.89e-12 -1.06e-10 -1.55e-12 1.32e-09 -1.24e-09 5.34e-08 0.203 0.0106 0.434 0 0 0 0 0 7.19e-05 0.00263 0.00263 0.00162 24.8 24.8 0.557 0.29 0.29 0.209 1e-06 1e-06 9.88e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
7 490000 0.979 -0.00877 -0.0147 0.205 0.00668 -0.0022 -0.0533 0.000628 -0.000111 -0.00716 -1.65e-10 -2.64e-10 3.3e-14 2.25e-09 -2.08e-09 8.84e-08 0.203 0.0106 0.434 0 0 0 0 0 6.01e-05 0.00279 0.00279 0.00135 24.9 24.9 0.544 0.739 0.739 0.159 1e-06 1e-06 9.73e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
8 590000 0.979 -0.00878 -0.015 0.205 0.00455 -0.00283 -0.00282 -0.0745 -0.0792 0.000297 -0.000135 -0.0183 -0.025 -5.99e-09 -6.58e-09 -7.3e-09 -7.99e-09 6.01e-11 6.39e-11 3.97e-08 6.16e-08 -3.55e-08 -5.62e-08 1.01e-06 1.92e-06 0.203 0.0106 0.434 0 0 0 0 0 5.35e-05 0.00299 0.00299 0.0012 7.8 7.8 0.527 0.267 0.267 0.141 1e-06 1e-06 9.49e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
9 690000 0.979 -0.00881 -0.0153 0.205 0.00888 0.00887 -0.00426 -0.0745 -0.0941 0.000997 0.000996 -0.000485 -0.0135 -0.0364 -2.83e-09 -7.16e-09 -4.34e-09 -8.54e-09 2.24e-11 7.04e-11 -3.59e-08 7.68e-08 3.58e-08 -7.06e-08 -2.1e-06 2.55e-06 0.203 0.0106 0.434 0 0 0 0 0 4.98e-05 0.00324 0.00324 0.00111 7.87 7.87 0.497 0.556 0.556 0.13 1e-06 1e-06 9.16e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
10 790000 0.979 -0.00881 -0.0156 0.205 0.00943 0.00942 -0.00188 -0.0821 -0.111 0.000559 0.000558 -0.000206 -0.0179 -0.0509 -3.03e-08 -3.82e-08 -2.92e-08 -3.7e-08 3.99e-10 4.9e-10 -3.77e-08 1.44e-07 3.2e-08 -1.39e-07 -3.56e-06 3.89e-06 0.203 0.0106 0.434 0 0 0 0 0 4.8e-05 0.00353 0.00353 0.00106 2.63 2.63 0.46 0.218 0.218 0.125 9.99e-07 9.99e-07 8.75e-07 4e-06 4e-06 3.99e-06 0 0 0 0 0 0 0 0
11 890000 0.979 -0.00884 -0.0159 0.205 0.0126 -0.00135 -0.00134 -0.101 -0.135 0.00162 0.00161 -0.00037 -0.000369 -0.0316 -0.072 -3.27e-08 -4.33e-08 -3.18e-08 -4.28e-08 4.28e-10 5.49e-10 6.12e-09 2.36e-07 -8.91e-09 -2.25e-07 -1.78e-06 7.63e-06 0.203 0.0106 0.434 0 0 0 0 0 4.72e-05 0.00388 0.00388 0.00104 2.72 2.72 0.423 0.363 0.363 0.128 9.99e-07 9.99e-07 8.27e-07 4e-06 4e-06 3.99e-06 0 0 0 0 0 0 0 0
12 990000 0.979 -0.00878 -0.0162 0.205 0.0132 0.000525 0.000533 -0.117 -0.155 0.00107 -0.00015 -0.000149 -0.0444 -0.0913 -1.24e-07 -1.37e-07 -1.74e-07 -1.88e-07 1.15e-09 1.29e-09 1.43e-07 4.14e-07 -1.03e-07 -3.57e-07 -9.53e-07 1.01e-05 0.203 0.0106 0.434 0 0 0 0 0 4.71e-05 0.00424 0.00424 0.00103 1.25 1.25 0.379 0.178 0.178 0.127 9.97e-07 9.97e-07 7.73e-07 4e-06 4e-06 3.98e-06 0 0 0 0 0 0 0 0
13 1090000 0.979 -0.0089 -0.0164 0.205 0.0231 -0.00144 -0.00143 -0.132 -0.172 0.00285 0.00284 -0.000132 -0.00013 -0.059 -0.112 -1.26e-07 -1.41e-07 -1.75e-07 -1.94e-07 1.16e-09 1.32e-09 1.66e-07 4.71e-07 -1.24e-07 -4.09e-07 -2.29e-08 1.23e-05 0.203 0.0106 0.434 0 0 0 0 0 4.73e-05 0.00469 0.00469 0.00103 1.38 1.38 0.335 0.265 0.265 0.125 9.97e-07 9.97e-07 7.15e-07 4e-06 4e-06 3.97e-06 0 0 0 0 0 0 0 0
14 1190000 0.979 -0.00882 -0.0166 0.205 0.0252 0.0251 -0.00249 -0.00247 -0.123 -0.186 0.00219 0.00218 -0.000142 -0.000139 -0.0528 -0.129 -4.06e-07 -4.45e-07 -7.22e-07 -7.85e-07 3.34e-09 3.7e-09 2.17e-07 8.42e-07 -2.41e-08 -6e-07 -1.26e-05 1.23e-05 0.203 0.0106 0.434 0 0 0 0 0 4.76e-05 0.00503 0.00503 0.00104 0.846 0.847 0.847 0.299 0.151 0.151 0.128 9.88e-07 9.88e-07 6.56e-07 3.99e-06 3.99e-06 3.95e-06 0 0 0 0 0 0 0 0
15 1290000 0.979 -0.0087 -0.0168 0.205 0.0349 0.0347 -0.00235 -0.00232 -0.127 -0.202 0.00526 0.00523 -0.000433 -0.000428 -0.0559 -0.149 -3.86e-07 -4.45e-07 -6.85e-07 -7.85e-07 3.12e-09 3.7e-09 2.81e-08 8.42e-07 1.46e-07 -6e-07 -2e-05 1.23e-05 0.203 0.0106 0.434 0 0 0 0 0 4.79e-05 0.00557 0.00557 0.00104 1.02 1.02 0.262 0.214 0.214 0.125 9.88e-07 9.88e-07 5.97e-07 3.99e-06 3.99e-06 3.94e-06 0 0 0 0 0 0 0 0
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