estimator_aid_source split GNSS pos (3d) -> pos (2d) + hgt

- per estimator air source status only keep a single set of flags and
timestamp that applies to the entire source
This commit is contained in:
Daniel Agar 2022-10-12 09:59:23 -04:00
parent 8a9a091ff3
commit 2de990fd4b
26 changed files with 578 additions and 691 deletions

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@ -19,6 +19,7 @@ bool innovation_rejected # true if the observation has been rejected
bool fused # true if the sample was successfully fused
# TOPICS estimator_aid_source_1d
# TOPICS estimator_aid_src_baro_hgt estimator_aid_src_rng_hgt estimator_aid_src_airspeed
# TOPICS estimator_aid_src_fake_hgt estimator_aid_src_sideslip
# TOPICS estimator_aid_src_baro_hgt estimator_aid_src_ev_hgt estimator_aid_src_gnss_hgt estimator_aid_src_rng_hgt
# TOPICS estimator_aid_src_airspeed estimator_aid_src_sideslip
# TOPICS estimator_aid_src_fake_hgt
# TOPICS estimator_aid_src_mag_heading estimator_aid_src_gnss_yaw estimator_aid_src_ev_yaw

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@ -5,7 +5,7 @@ uint8 estimator_instance
uint32 device_id
uint64[2] time_last_fuse
uint64 time_last_fuse
float32[2] observation
float32[2] observation_variance
@ -14,9 +14,10 @@ float32[2] innovation
float32[2] innovation_variance
float32[2] test_ratio
bool[2] fusion_enabled # true when measurements are being fused
bool[2] innovation_rejected # true if the observation has been rejected
bool[2] fused # true if the sample was successfully fused
bool fusion_enabled # true when measurements are being fused
bool innovation_rejected # true if the observation has been rejected
bool fused # true if the sample was successfully fused
# TOPICS estimator_aid_source_2d
# TOPICS estimator_aid_src_fake_pos
# TOPICS estimator_aid_src_ev_pos estimator_aid_src_fake_pos estimator_aid_src_gnss_pos
# TOPICS estimator_aid_src_aux_vel

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@ -5,7 +5,7 @@ uint8 estimator_instance
uint32 device_id
uint64[3] time_last_fuse
uint64 time_last_fuse
float32[3] observation
float32[3] observation_variance
@ -14,10 +14,11 @@ float32[3] innovation
float32[3] innovation_variance
float32[3] test_ratio
bool[3] fusion_enabled # true when measurements are being fused
bool[3] innovation_rejected # true if the observation has been rejected
bool[3] fused # true if the sample was successfully fused
bool fusion_enabled # true when measurements are being fused
bool innovation_rejected # true if the observation has been rejected
bool fused # true if the sample was successfully fused
# TOPICS estimator_aid_source_3d
# TOPICS estimator_aid_src_gnss_pos estimator_aid_src_gnss_vel
# TOPICS estimator_aid_src_mag estimator_aid_src_aux_vel
# TOPICS estimator_aid_src_ev_vel
# TOPICS estimator_aid_src_gnss_vel
# TOPICS estimator_aid_src_mag

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@ -1,7 +1,7 @@
uint64 timestamp # time since system start (microseconds)
uint64 timestamp_sample # the timestamp of the raw data (microseconds)
uint32 baro_device_id # unique device ID for the sensor that does not change between power cycles
uint32 device_id # unique device ID for the sensor that does not change between power cycles
float32 bias # estimated barometric altitude bias (m)
float32 bias_var # estimated barometric altitude bias variance (m^2)

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@ -52,7 +52,7 @@
void Ekf::updateAirspeed(const airspeedSample &airspeed_sample, estimator_aid_source_1d_s &airspeed) const
{
// reset flags
resetEstimatorAidStatusFlags(airspeed);
resetEstimatorAidStatus(airspeed);
// Variance for true airspeed measurement - (m/sec)^2
const float R = sq(math::constrain(_params.eas_noise, 0.5f, 5.0f) *

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@ -240,8 +240,8 @@ struct dragSample {
struct auxVelSample {
uint64_t time_us{}; ///< timestamp of the measurement (uSec)
Vector3f vel{}; ///< measured NE velocity relative to the local origin (m/sec)
Vector3f velVar{}; ///< estimated error variance of the NE velocity (m/sec)**2
Vector2f vel{}; ///< measured NE velocity relative to the local origin (m/sec)
Vector2f velVar{}; ///< estimated error variance of the NE velocity (m/sec)**2
};
struct stateSample {

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@ -240,6 +240,8 @@ void Ekf::controlExternalVisionFusion()
// determine if we should use the horizontal position observations
if (_control_status.flags.ev_pos) {
resetEstimatorAidStatus(_aid_src_ev_pos);
if (reset && _control_status_prev.flags.ev_pos) {
if (!_fuse_hpos_as_odom) {
resetHorizontalPositionToVision();
@ -272,14 +274,23 @@ void Ekf::controlExternalVisionFusion()
Vector3f ev_delta_pos = _R_ev_to_ekf * Vector3f(_ev_sample_delayed.pos - _ev_sample_delayed_prev.pos);
// use the change in position since the last measurement
_ev_pos_innov(0) = _state.pos(0) - _hpos_pred_prev(0) - ev_delta_pos(0);
_ev_pos_innov(1) = _state.pos(1) - _hpos_pred_prev(1) - ev_delta_pos(1);
_aid_src_ev_pos.observation[0] = ev_delta_pos(0);
_aid_src_ev_pos.observation[1] = ev_delta_pos(1);
_aid_src_ev_pos.innovation[0] = _state.pos(0) - _hpos_pred_prev(0) - ev_delta_pos(0);
_aid_src_ev_pos.innovation[1] = _state.pos(1) - _hpos_pred_prev(1) - ev_delta_pos(1);
// observation 1-STD error, incremental pos observation is expected to have more uncertainty
Matrix3f ev_pos_var = matrix::diag(_ev_sample_delayed.posVar);
ev_pos_var = _R_ev_to_ekf * ev_pos_var * _R_ev_to_ekf.transpose();
ev_pos_obs_var(0) = fmaxf(ev_pos_var(0, 0), sq(0.5f));
ev_pos_obs_var(1) = fmaxf(ev_pos_var(1, 1), sq(0.5f));
_aid_src_ev_pos.observation_variance[0] = ev_pos_obs_var(0);
_aid_src_ev_pos.observation_variance[1] = ev_pos_obs_var(1);
_aid_src_ev_pos.innovation_variance[0] = P(7, 7) + _aid_src_ev_pos.observation_variance[0];
_aid_src_ev_pos.innovation_variance[1] = P(8, 8) + _aid_src_ev_pos.observation_variance[1];
}
} else {
// use the absolute position
@ -291,11 +302,17 @@ void Ekf::controlExternalVisionFusion()
ev_pos_var = _R_ev_to_ekf * ev_pos_var * _R_ev_to_ekf.transpose();
}
_ev_pos_innov(0) = _state.pos(0) - ev_pos_meas(0);
_ev_pos_innov(1) = _state.pos(1) - ev_pos_meas(1);
_aid_src_ev_pos.observation[0] = ev_pos_meas(0);
_aid_src_ev_pos.observation[1] = ev_pos_meas(1);
ev_pos_obs_var(0) = fmaxf(ev_pos_var(0, 0), sq(0.01f));
ev_pos_obs_var(1) = fmaxf(ev_pos_var(1, 1), sq(0.01f));
_aid_src_ev_pos.observation_variance[0] = fmaxf(ev_pos_var(0, 0), sq(0.01f));
_aid_src_ev_pos.observation_variance[1] = fmaxf(ev_pos_var(1, 1), sq(0.01f));
_aid_src_ev_pos.innovation[0] = _state.pos(0) - _aid_src_ev_pos.observation[0];
_aid_src_ev_pos.innovation[1] = _state.pos(1) - _aid_src_ev_pos.observation[1];
_aid_src_ev_pos.innovation_variance[0] = P(7, 7) + _aid_src_ev_pos.observation_variance[0];
_aid_src_ev_pos.innovation_variance[1] = P(8, 8) + _aid_src_ev_pos.observation_variance[1];
// check if we have been deadreckoning too long
if (isTimedOut(_time_last_hor_pos_fuse, _params.reset_timeout_max)) {
@ -314,8 +331,12 @@ void Ekf::controlExternalVisionFusion()
// innovation gate size
const float ev_pos_innov_gate = fmaxf(_params.ev_pos_innov_gate, 1.0f);
setEstimatorAidStatusTestRatio(_aid_src_ev_pos, ev_pos_innov_gate);
fuseHorizontalPosition(_ev_pos_innov, ev_pos_innov_gate, ev_pos_obs_var, _ev_pos_innov_var, _ev_pos_test_ratio);
_aid_src_ev_pos.timestamp_sample = _ev_sample_delayed.time_us;
_aid_src_ev_pos.fusion_enabled = true;
fuseHorizontalPosition(_aid_src_ev_pos);
}
// determine if we should use the velocity observations
@ -324,8 +345,6 @@ void Ekf::controlExternalVisionFusion()
resetVelocityToVision();
}
_ev_vel_innov = _state.vel - getVisionVelocityInEkfFrame();
// check if we have been deadreckoning too long
if (isTimedOut(_time_last_hor_vel_fuse, _params.reset_timeout_max)) {
// only reset velocity if we have no another source of aiding constraining it
@ -335,12 +354,17 @@ void Ekf::controlExternalVisionFusion()
}
}
resetEstimatorAidStatus(_aid_src_ev_vel);
const Vector3f obs_var = matrix::max(getVisionVelocityVarianceInEkfFrame(), sq(0.05f));
const float innov_gate = fmaxf(_params.ev_vel_innov_gate, 1.f);
fuseHorizontalVelocity(_ev_vel_innov, innov_gate, obs_var, _ev_vel_innov_var, _ev_vel_test_ratio);
fuseVerticalVelocity(_ev_vel_innov, innov_gate, obs_var, _ev_vel_innov_var, _ev_vel_test_ratio);
updateVelocityAidSrcStatus(_ev_sample_delayed.time_us, getVisionVelocityInEkfFrame(), obs_var, innov_gate, _aid_src_ev_vel);
_aid_src_ev_vel.fusion_enabled = true;
fuseVelocity(_aid_src_ev_vel);
}
// determine if we should use the yaw observation
@ -752,12 +776,12 @@ void Ekf::controlAuxVelFusion()
if (_auxvel_buffer->pop_first_older_than(_imu_sample_delayed.time_us, &auxvel_sample_delayed)) {
resetEstimatorAidStatus(_aid_src_aux_vel);
updateVelocityAidSrcStatus(auxvel_sample_delayed.time_us, auxvel_sample_delayed.vel, auxvel_sample_delayed.velVar, fmaxf(_params.auxvel_gate, 1.f), _aid_src_aux_vel);
if (isHorizontalAidingActive()) {
_aid_src_aux_vel.fusion_enabled[0] = PX4_ISFINITE(auxvel_sample_delayed.vel(0));
_aid_src_aux_vel.fusion_enabled[1] = PX4_ISFINITE(auxvel_sample_delayed.vel(1));
_aid_src_aux_vel.fusion_enabled[2] = PX4_ISFINITE(auxvel_sample_delayed.vel(2));
_aid_src_aux_vel.fusion_enabled = true;
fuseVelocity(_aid_src_aux_vel);
}
}

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@ -1001,13 +1001,13 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
if (fabsf(down_dvel_bias) > dVel_bias_lim) {
bool bad_vz_gps = _control_status.flags.gps && (down_dvel_bias * _aid_src_gnss_vel.innovation[2] < 0.0f);
bool bad_vz_ev = _control_status.flags.ev_vel && (down_dvel_bias * _ev_vel_innov(2) < 0.0f);
bool bad_vz_ev = _control_status.flags.ev_vel && (down_dvel_bias * _aid_src_ev_vel.innovation[2] < 0.0f);
if (bad_vz_gps || bad_vz_ev) {
bool bad_z_baro = _control_status.flags.baro_hgt && (down_dvel_bias * _aid_src_baro_hgt.innovation < 0.0f);
bool bad_z_gps = _control_status.flags.gps_hgt && (down_dvel_bias * _aid_src_gnss_pos.innovation[2] < 0.0f);
bool bad_z_rng = _control_status.flags.rng_hgt && (down_dvel_bias * _aid_src_rng_hgt.innovation < 0.0f);
bool bad_z_ev = _control_status.flags.ev_hgt && (down_dvel_bias * _ev_pos_innov(2) < 0.0f);
bool bad_z_baro = _control_status.flags.baro_hgt && (down_dvel_bias * _aid_src_baro_hgt.innovation < 0.0f);
bool bad_z_gps = _control_status.flags.gps_hgt && (down_dvel_bias * _aid_src_gnss_hgt.innovation < 0.0f);
bool bad_z_rng = _control_status.flags.rng_hgt && (down_dvel_bias * _aid_src_rng_hgt.innovation < 0.0f);
bool bad_z_ev = _control_status.flags.ev_hgt && (down_dvel_bias * _aid_src_ev_hgt.innovation < 0.0f);
if (bad_z_baro || bad_z_gps || bad_z_rng || bad_z_ev) {

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@ -99,7 +99,7 @@ public:
void getAuxVelInnov(float aux_vel_innov[2]) const;
void getAuxVelInnovVar(float aux_vel_innov[2]) const;
void getAuxVelInnovRatio(float &aux_vel_innov_ratio) const { aux_vel_innov_ratio = Vector3f(_aid_src_aux_vel.test_ratio).max(); }
void getAuxVelInnovRatio(float &aux_vel_innov_ratio) const { aux_vel_innov_ratio = math::max(_aid_src_aux_vel.test_ratio[0], _aid_src_aux_vel.test_ratio[1]); }
void getFlowInnov(float flow_innov[2]) const { _flow_innov.copyTo(flow_innov); }
void getFlowInnovVar(float flow_innov_var[2]) const { _flow_innov_var.copyTo(flow_innov_var); }
@ -422,11 +422,15 @@ public:
const auto &aid_src_fake_hgt() const { return _aid_src_fake_hgt; }
const auto &aid_src_fake_pos() const { return _aid_src_fake_pos; }
const auto &aid_src_ev_hgt() const { return _aid_src_ev_hgt; }
const auto &aid_src_ev_pos() const { return _aid_src_ev_pos; }
const auto &aid_src_ev_vel() const { return _aid_src_ev_vel; }
const auto &aid_src_ev_yaw() const { return _aid_src_ev_yaw; }
const auto &aid_src_gnss_yaw() const { return _aid_src_gnss_yaw; }
const auto &aid_src_gnss_vel() const { return _aid_src_gnss_vel; }
const auto &aid_src_gnss_hgt() const { return _aid_src_gnss_hgt; }
const auto &aid_src_gnss_pos() const { return _aid_src_gnss_pos; }
const auto &aid_src_gnss_vel() const { return _aid_src_gnss_vel; }
const auto &aid_src_gnss_yaw() const { return _aid_src_gnss_yaw; }
const auto &aid_src_mag_heading() const { return _aid_src_mag_heading; }
const auto &aid_src_mag() const { return _aid_src_mag; }
@ -529,17 +533,6 @@ private:
Vector3f _delta_vel_bias_var_accum{}; ///< kahan summation algorithm accumulator for delta velocity bias variance
Vector3f _delta_angle_bias_var_accum{}; ///< kahan summation algorithm accumulator for delta angle bias variance
float _vert_pos_innov_ratio{0.f}; ///< vertical position innovation divided by estimated standard deviation of innovation
uint64_t _vert_pos_fuse_attempt_time_us{0}; ///< last system time in usec vertical position measurement fuson was attempted
float _vert_vel_innov_ratio{0.f}; ///< standard deviation of vertical velocity innovation
uint64_t _vert_vel_fuse_time_us{0}; ///< last system time in usec time vertical velocity measurement fuson was attempted
Vector3f _ev_vel_innov{}; ///< external vision velocity innovations (m/sec)
Vector3f _ev_vel_innov_var{}; ///< external vision velocity innovation variances ((m/sec)**2)
Vector3f _ev_pos_innov{}; ///< external vision position innovations (m)
Vector3f _ev_pos_innov_var{}; ///< external vision position innovation variances (m**2)
Vector2f _drag_innov{}; ///< multirotor drag measurement innovation (m/sec**2)
Vector2f _drag_innov_var{}; ///< multirotor drag measurement innovation variance ((m/sec**2)**2)
@ -568,16 +561,20 @@ private:
estimator_aid_source_2d_s _aid_src_fake_pos{};
estimator_aid_source_1d_s _aid_src_fake_hgt{};
estimator_aid_source_1d_s _aid_src_ev_hgt{};
estimator_aid_source_2d_s _aid_src_ev_pos{};
estimator_aid_source_3d_s _aid_src_ev_vel{};
estimator_aid_source_1d_s _aid_src_ev_yaw{};
estimator_aid_source_1d_s _aid_src_gnss_yaw{};
estimator_aid_source_1d_s _aid_src_gnss_hgt{};
estimator_aid_source_2d_s _aid_src_gnss_pos{};
estimator_aid_source_3d_s _aid_src_gnss_vel{};
estimator_aid_source_3d_s _aid_src_gnss_pos{};
estimator_aid_source_1d_s _aid_src_gnss_yaw{};
estimator_aid_source_1d_s _aid_src_mag_heading{};
estimator_aid_source_3d_s _aid_src_mag{};
estimator_aid_source_3d_s _aid_src_aux_vel{};
estimator_aid_source_2d_s _aid_src_aux_vel{};
// output predictor states
Vector3f _delta_angle_corr{}; ///< delta angle correction vector (rad)
@ -737,32 +734,23 @@ private:
// fuse optical flow line of sight rate measurements
void fuseOptFlow();
void updateVelocityAidSrcStatus(const uint64_t &sample_time_us, const Vector3f &velocity, const Vector3f &obs_var,
const float innov_gate, estimator_aid_source_3d_s &vel_aid_src) const;
void updatePositionAidSrcStatus(const uint64_t &sample_time_us, const Vector3f &position, const Vector3f &obs_var,
const float innov_gate, estimator_aid_source_3d_s &pos_aid_src) const;
// horizontal and vertical position aid source
void updateHorizontalPositionAidSrcStatus(const uint64_t &time_us, const Vector2f &obs, const Vector2f &obs_var, const float innov_gate, estimator_aid_source_2d_s &aid_src) const;
void updateVerticalPositionAidSrcStatus(const uint64_t &time_us, const float obs, const float obs_var, const float innov_gate, estimator_aid_source_1d_s &aid_src) const;
// 2d & 3d velocity aid source
void updateVelocityAidSrcStatus(const uint64_t &time_us, const Vector2f &obs, const Vector2f &obs_var, const float innov_gate, estimator_aid_source_2d_s &aid_src) const;
void updateVelocityAidSrcStatus(const uint64_t &time_us, const Vector3f &obs, const Vector3f &obs_var, const float innov_gate, estimator_aid_source_3d_s &aid_src) const;
// horizontal and vertical position fusion
void fuseHorizontalPosition(estimator_aid_source_2d_s &pos_aid_src);
void fuseVerticalPosition(estimator_aid_source_1d_s &hgt_aid_src);
// 2d & 3d velocity fusion
void fuseVelocity(estimator_aid_source_2d_s &vel_aid_src);
void fuseVelocity(estimator_aid_source_3d_s &vel_aid_src);
void fusePosition(estimator_aid_source_3d_s &pos_aid_src);
bool fuseHorizontalVelocity(const Vector3f &innov, float innov_gate, const Vector3f &obs_var,
Vector3f &innov_var, Vector2f &test_ratio);
bool fuseVerticalVelocity(const Vector3f &innov, float innov_gate, const Vector3f &obs_var,
Vector3f &innov_var, Vector2f &test_ratio);
bool fuseHorizontalPosition(const Vector3f &innov, float innov_gate, const Vector3f &obs_var,
Vector3f &innov_var, Vector2f &test_ratiov);
bool fuseVerticalPosition(float innov, float innov_gate, float obs_var,
float &innov_var, float &test_ratio);
void updateGpsYaw(const gpsSample &gps_sample);
void updateGpsVel(const gpsSample &gps_sample);
void updateGpsPos(const gpsSample &gps_sample);
void fuseGpsVel();
void fuseGpsPos();
// calculate optical flow body angular rate compensation
// returns false if bias corrected body rate data is unavailable
@ -1125,68 +1113,54 @@ private:
void resetGpsDriftCheckFilters();
bool resetEstimatorAidStatusFlags(estimator_aid_source_1d_s &status) const
{
if (status.timestamp_sample != 0) {
status.timestamp_sample = 0;
status.fusion_enabled = false;
status.innovation_rejected = false;
status.fused = false;
return true;
}
return false;
}
void resetEstimatorAidStatus(estimator_aid_source_1d_s &status) const
{
if (resetEstimatorAidStatusFlags(status)) {
// only bother resetting if timestamp_sample is set
if (status.timestamp_sample != 0) {
status.timestamp_sample = 0;
// preserve status.time_last_fuse
status.observation = 0;
status.observation_variance = 0;
status.innovation = 0;
status.innovation_variance = 0;
status.test_ratio = 0;
status.test_ratio = INFINITY;
status.fusion_enabled = false;
status.innovation_rejected = true;
status.fused = false;
}
}
template <typename T>
bool resetEstimatorAidStatusFlags(T &status) const
{
if (status.timestamp_sample != 0) {
status.timestamp_sample = 0;
for (size_t i = 0; i < (sizeof(status.fusion_enabled) / sizeof(status.fusion_enabled[0])); i++) {
status.fusion_enabled[i] = false;
status.innovation_rejected[i] = false;
status.fused[i] = false;
}
return true;
}
return false;
}
template <typename T>
void resetEstimatorAidStatus(T &status) const
{
if (resetEstimatorAidStatusFlags(status)) {
for (size_t i = 0; i < (sizeof(status.fusion_enabled) / sizeof(status.fusion_enabled[0])); i++) {
// only bother resetting if timestamp_sample is set
if (status.timestamp_sample != 0) {
status.timestamp_sample = 0;
// preserve status.time_last_fuse
for (size_t i = 0; i < (sizeof(status.observation) / sizeof(status.observation[0])); i++) {
status.observation[i] = 0;
status.observation_variance[i] = 0;
status.innovation[i] = 0;
status.innovation_variance[i] = 0;
status.test_ratio[i] = 0;
status.test_ratio[i] = INFINITY;
}
status.fusion_enabled = false;
status.innovation_rejected = true;
status.fused = false;
}
}
void setEstimatorAidStatusTestRatio(estimator_aid_source_1d_s &status, float innovation_gate) const
{
if (PX4_ISFINITE(status.innovation) && PX4_ISFINITE(status.innovation_variance)) {
if (PX4_ISFINITE(status.innovation) && PX4_ISFINITE(status.innovation_variance) && (status.innovation_variance > 0.f)) {
status.test_ratio = sq(status.innovation) / (sq(innovation_gate) * status.innovation_variance);
status.innovation_rejected = (status.test_ratio > 1.f);
@ -1199,16 +1173,24 @@ private:
template <typename T>
void setEstimatorAidStatusTestRatio(T &status, float innovation_gate) const
{
bool innovation_rejected = false;
for (size_t i = 0; i < (sizeof(status.test_ratio) / sizeof(status.test_ratio[0])); i++) {
if (PX4_ISFINITE(status.innovation[i]) && PX4_ISFINITE(status.innovation_variance[i])) {
if (PX4_ISFINITE(status.innovation[i]) && PX4_ISFINITE(status.innovation_variance[i]) && (status.innovation_variance[i] > 0.f)) {
status.test_ratio[i] = sq(status.innovation[i]) / (sq(innovation_gate) * status.innovation_variance[i]);
status.innovation_rejected[i] = (status.test_ratio[i] > 1.f);
if (status.test_ratio[i] > 1.f) {
innovation_rejected = true;
}
} else {
status.test_ratio[i] = INFINITY;
status.innovation_rejected[i] = true;
innovation_rejected = true;
}
}
// if any of the innovations are rejected, then the overall innovation is rejected
status.innovation_rejected = innovation_rejected;
}
};

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@ -557,7 +557,7 @@ void Ekf::getGpsVelPosInnov(float hvel[2], float &vvel, float hpos[2], float &v
hpos[0] = _aid_src_gnss_pos.innovation[0];
hpos[1] = _aid_src_gnss_pos.innovation[1];
vpos = _aid_src_gnss_pos.innovation[2];
vpos = _aid_src_gnss_hgt.innovation;
}
void Ekf::getGpsVelPosInnovVar(float hvel[2], float &vvel, float hpos[2], float &vpos) const
@ -568,7 +568,7 @@ void Ekf::getGpsVelPosInnovVar(float hvel[2], float &vvel, float hpos[2], float
hpos[0] = _aid_src_gnss_pos.innovation_variance[0];
hpos[1] = _aid_src_gnss_pos.innovation_variance[1];
vpos = _aid_src_gnss_pos.innovation_variance[2];
vpos = _aid_src_gnss_hgt.innovation_variance;
}
void Ekf::getGpsVelPosInnovRatio(float &hvel, float &vvel, float &hpos, float &vpos) const
@ -577,35 +577,38 @@ void Ekf::getGpsVelPosInnovRatio(float &hvel, float &vvel, float &hpos, float &v
vvel = _aid_src_gnss_vel.test_ratio[2];
hpos = fmaxf(_aid_src_gnss_pos.test_ratio[0], _aid_src_gnss_pos.test_ratio[1]);
vpos = _aid_src_gnss_pos.test_ratio[2];
vpos = _aid_src_gnss_hgt.test_ratio;
}
void Ekf::getEvVelPosInnov(float hvel[2], float &vvel, float hpos[2], float &vpos) const
{
hvel[0] = _ev_vel_innov(0);
hvel[1] = _ev_vel_innov(1);
vvel = _ev_vel_innov(2);
hpos[0] = _ev_pos_innov(0);
hpos[1] = _ev_pos_innov(1);
vpos = _ev_pos_innov(2);
hvel[0] = _aid_src_ev_vel.innovation[0];
hvel[1] = _aid_src_ev_vel.innovation[1];
vvel = _aid_src_ev_vel.innovation[2];
hpos[0] = _aid_src_ev_pos.innovation[0];
hpos[1] = _aid_src_ev_pos.innovation[1];
vpos = _aid_src_ev_hgt.innovation;
}
void Ekf::getEvVelPosInnovVar(float hvel[2], float &vvel, float hpos[2], float &vpos) const
{
hvel[0] = _ev_vel_innov_var(0);
hvel[1] = _ev_vel_innov_var(1);
vvel = _ev_vel_innov_var(2);
hpos[0] = _ev_pos_innov_var(0);
hpos[1] = _ev_pos_innov_var(1);
vpos = _ev_pos_innov_var(2);
hvel[0] = _aid_src_ev_vel.innovation_variance[0];
hvel[1] = _aid_src_ev_vel.innovation_variance[1];
vvel = _aid_src_ev_vel.innovation_variance[2];
hpos[0] = _aid_src_ev_pos.innovation_variance[0];
hpos[1] = _aid_src_ev_pos.innovation_variance[1];
vpos = _aid_src_ev_hgt.innovation_variance;
}
void Ekf::getEvVelPosInnovRatio(float &hvel, float &vvel, float &hpos, float &vpos) const
{
hvel = _ev_vel_test_ratio(0);
vvel = _ev_vel_test_ratio(1);
hpos = _ev_pos_test_ratio(0);
vpos = _ev_pos_test_ratio(1);
hvel = fmaxf(_aid_src_ev_vel.test_ratio[0], _aid_src_ev_vel.test_ratio[1]);
vvel = _aid_src_ev_vel.test_ratio[2];
hpos = fmaxf(_aid_src_ev_pos.test_ratio[0], _aid_src_ev_pos.test_ratio[1]);
vpos = _aid_src_ev_hgt.test_ratio;
}
void Ekf::getAuxVelInnov(float aux_vel_innov[2]) const
@ -714,7 +717,7 @@ void Ekf::get_ekf_gpos_accuracy(float *ekf_eph, float *ekf_epv) const
}
if (_control_status.flags.ev_pos) {
hpos_err = math::max(hpos_err, sqrtf(sq(_ev_pos_innov(0)) + sq(_ev_pos_innov(1))));
hpos_err = math::max(hpos_err, Vector2f(_aid_src_ev_pos.innovation).norm());
}
}
@ -731,8 +734,14 @@ void Ekf::get_ekf_lpos_accuracy(float *ekf_eph, float *ekf_epv) const
// If we are dead-reckoning for too long, use the innovations as a conservative alternate measure of the horizontal position error
// The reason is that complete rejection of measurements is often caused by heading misalignment or inertial sensing errors
// and using state variances for accuracy reporting is overly optimistic in these situations
if (_horizontal_deadreckon_time_exceeded && _control_status.flags.gps) {
hpos_err = math::max(hpos_err, Vector2f(_aid_src_gnss_pos.innovation).norm());
if (_horizontal_deadreckon_time_exceeded) {
if (_control_status.flags.gps) {
hpos_err = math::max(hpos_err, Vector2f(_aid_src_gnss_pos.innovation).norm());
}
if (_control_status.flags.ev_pos) {
hpos_err = math::max(hpos_err, Vector2f(_aid_src_ev_pos.innovation).norm());
}
}
*ekf_eph = hpos_err;
@ -759,11 +768,11 @@ void Ekf::get_ekf_vel_accuracy(float *ekf_evh, float *ekf_evv) const
vel_err_conservative = math::max(vel_err_conservative, Vector2f(_aid_src_gnss_pos.innovation).norm());
} else if (_control_status.flags.ev_pos) {
vel_err_conservative = math::max(vel_err_conservative, sqrtf(sq(_ev_pos_innov(0)) + sq(_ev_pos_innov(1))));
vel_err_conservative = math::max(vel_err_conservative, Vector2f(_aid_src_ev_pos.innovation).norm());
}
if (_control_status.flags.ev_vel) {
vel_err_conservative = math::max(vel_err_conservative, sqrtf(sq(_ev_vel_innov(0)) + sq(_ev_vel_innov(1))));
vel_err_conservative = math::max(vel_err_conservative, Vector2f(_aid_src_ev_vel.innovation).norm());
}
hvel_err = math::max(hvel_err, vel_err_conservative);
@ -908,12 +917,12 @@ void Ekf::get_innovation_test_status(uint16_t &status, float &mag, float &vel, f
}
if (_control_status.flags.ev_vel) {
float ev_vel = sqrtf(math::max(_ev_vel_test_ratio(0), _ev_vel_test_ratio(1)));
float ev_vel = sqrtf(Vector3f(_aid_src_ev_vel.test_ratio).max());
vel = math::max(vel, ev_vel, FLT_MIN);
}
if (_control_status.flags.ev_pos) {
float ev_pos = sqrtf(_ev_pos_test_ratio(0));
float ev_pos = sqrtf(Vector2f(_aid_src_ev_pos.test_ratio).max());
pos = math::max(pos, ev_pos, FLT_MIN);
}
@ -924,25 +933,28 @@ void Ekf::get_innovation_test_status(uint16_t &status, float &mag, float &vel, f
// return the combined vertical position innovation test ratio
float hgt_sum = 0.f;
int n_hgt_sources = 0;
if (_control_status.flags.baro_hgt) {
hgt_sum += sqrtf(_aid_src_baro_hgt.test_ratio);
n_hgt_sources++;
}
if (_control_status.flags.gps_hgt) {
hgt_sum += sqrtf(_aid_src_gnss_pos.test_ratio[2]);
hgt_sum += sqrtf(_aid_src_gnss_hgt.test_ratio);
n_hgt_sources++;
}
if (_control_status.flags.rng_hgt) {
hgt_sum += sqrtf(_aid_src_rng_hgt.test_ratio);
n_hgt_sources++;
}
if (_control_status.flags.ev_hgt) {
hgt_sum += sqrtf(_ev_pos_test_ratio(1));
hgt_sum += sqrtf(_aid_src_ev_hgt.test_ratio);
n_hgt_sources++;
}
const int n_hgt_sources = getNumberOfActiveVerticalPositionAidingSources();
if (n_hgt_sources > 0) {
hgt = math::max(hgt_sum / static_cast<float>(n_hgt_sources), FLT_MIN);
@ -1498,7 +1510,6 @@ void Ekf::stopGpsPosFusion()
if (_control_status.flags.gps) {
ECL_INFO("stopping GPS position fusion");
_control_status.flags.gps = false;
stopGpsHgtFusion();
resetEstimatorAidStatus(_aid_src_gnss_pos);
}
@ -1571,18 +1582,20 @@ void Ekf::stopEvFusion()
void Ekf::stopEvPosFusion()
{
_control_status.flags.ev_pos = false;
_ev_pos_innov.setZero();
_ev_pos_innov_var.setZero();
_ev_pos_test_ratio.setZero();
if (_control_status.flags.ev_pos) {
ECL_INFO("stopping EV pos fusion");
_control_status.flags.ev_pos = false;
resetEstimatorAidStatus(_aid_src_ev_pos);
}
}
void Ekf::stopEvVelFusion()
{
_control_status.flags.ev_vel = false;
_ev_vel_innov.setZero();
_ev_vel_innov_var.setZero();
_ev_vel_test_ratio.setZero();
if (_control_status.flags.ev_vel) {
ECL_INFO("stopping EV vel fusion");
_control_status.flags.ev_vel = false;
resetEstimatorAidStatus(_aid_src_ev_vel);
}
}
void Ekf::stopEvYawFusion()

View File

@ -341,8 +341,7 @@ protected:
// innovation consistency check monitoring ratios
AlphaFilter<float> _gnss_yaw_signed_test_ratio_lpf{0.1f}; // average signed test ratio used to detect a bias in the state
Vector2f _ev_vel_test_ratio{}; // EV velocity innovation consistency check ratios
Vector2f _ev_pos_test_ratio{}; // EV position innovation consistency check ratios
float _optflow_test_ratio{}; // Optical flow innovation consistency check ratio
float _hagl_test_ratio{}; // height above terrain measurement innovation consistency check ratio
Vector2f _drag_test_ratio{}; // drag innovation consistency check ratio

View File

@ -89,7 +89,7 @@ void Ekf::startEvHgtFusion()
{
if (!_control_status.flags.ev_hgt) {
if (_params.height_sensor_ref == HeightSensor::EV) {
_rng_hgt_b_est.reset();
_ev_hgt_b_est.reset();
_height_sensor_ref = HeightSensor::EV;
resetHeightToEv();

View File

@ -43,7 +43,7 @@ void Ekf::controlFakeHgtFusion()
auto &fake_hgt = _aid_src_fake_hgt;
// clear
resetEstimatorAidStatusFlags(fake_hgt);
resetEstimatorAidStatus(fake_hgt);
// If we aren't doing any aiding, fake position measurements at the last known vertical position to constrain drift
const bool fake_hgt_data_ready = isTimedOut(fake_hgt.time_last_fuse, (uint64_t)2e5); // Fuse fake height at a limited rate

View File

@ -43,11 +43,11 @@ void Ekf::controlFakePosFusion()
auto &fake_pos = _aid_src_fake_pos;
// clear
resetEstimatorAidStatusFlags(fake_pos);
resetEstimatorAidStatus(fake_pos);
// If we aren't doing any aiding, fake position measurements at the last known position to constrain drift
// During intial tilt aligment, fake position is used to perform a "quasi-stationary" leveling of the EKF
const bool fake_pos_data_ready = isTimedOut(fake_pos.time_last_fuse[0], (uint64_t)2e5); // Fuse fake position at a limited rate
const bool fake_pos_data_ready = isTimedOut(fake_pos.time_last_fuse, (uint64_t)2e5); // Fuse fake position at a limited rate
if (fake_pos_data_ready) {
const bool continuing_conditions_passing = !isHorizontalAidingActive();
@ -58,7 +58,7 @@ void Ekf::controlFakePosFusion()
if (continuing_conditions_passing) {
fuseFakePosition();
const bool is_fusion_failing = isTimedOut(fake_pos.time_last_fuse[0], (uint64_t)4e5);
const bool is_fusion_failing = isTimedOut(fake_pos.time_last_fuse, (uint64_t)4e5);
if (is_fusion_failing) {
resetFakePosFusion();
@ -100,8 +100,7 @@ void Ekf::resetFakePosFusion()
resetHorizontalPositionToLastKnown();
resetHorizontalVelocityToZero();
_aid_src_fake_pos.time_last_fuse[0] = _imu_sample_delayed.time_us;
_aid_src_fake_pos.time_last_fuse[1] = _imu_sample_delayed.time_us;
_aid_src_fake_pos.time_last_fuse = _imu_sample_delayed.time_us;
}
void Ekf::stopFakePosFusion()
@ -144,16 +143,25 @@ void Ekf::fuseFakePosition()
setEstimatorAidStatusTestRatio(fake_pos, innov_gate);
// fuse
for (int i = 0; i < 2; i++) {
// always protect against extreme values that could result in a NaN
fake_pos.fusion_enabled[i] = fake_pos.test_ratio[i] < sq(100.0f / innov_gate);
fake_pos.fusion_enabled = true;
if (fake_pos.fusion_enabled[i] && !fake_pos.innovation_rejected[i]) {
if (fuseVelPosHeight(fake_pos.innovation[i], fake_pos.innovation_variance[i], 3 + i)) {
fake_pos.fused[i] = true;
fake_pos.time_last_fuse[i] = _imu_sample_delayed.time_us;
}
// always protect against extreme values that could result in a NaN
if (!fake_pos.innovation_rejected) {
if ((fake_pos.test_ratio[0] > sq(100.0f / innov_gate)) || (fake_pos.test_ratio[1] > sq(100.0f / innov_gate))) {
fake_pos.innovation_rejected = true;
}
}
// fuse
if (fake_pos.fusion_enabled && !fake_pos.innovation_rejected) {
if (fuseVelPosHeight(fake_pos.innovation[0], fake_pos.innovation_variance[0], 3)
&& fuseVelPosHeight(fake_pos.innovation[1], fake_pos.innovation_variance[1], 4)
) {
fake_pos.fused = true;
fake_pos.time_last_fuse = _imu_sample_delayed.time_us;
} else {
fake_pos.fused = false;
}
}

View File

@ -45,17 +45,59 @@ void Ekf::controlGnssHeightFusion(const gpsSample &gps_sample)
return;
}
_gps_hgt_b_est.predict(_dt_ekf_avg);
auto &aid_src = _aid_src_gnss_hgt;
HeightBiasEstimator &bias_est = _gps_hgt_b_est;
bias_est.predict(_dt_ekf_avg);
if (_gps_data_ready) {
const bool continuing_conditions_passing = !_gps_intermittent && _gps_checks_passed && _NED_origin_initialised;
const bool starting_conditions_passing = continuing_conditions_passing;
const bool gps_checks_passing = isTimedOut(_last_gps_fail_us, (uint64_t)5e6);
const bool gps_checks_failing = isTimedOut(_last_gps_pass_us, (uint64_t)5e6);
const float innov_gate = fmaxf(_params.gps_pos_innov_gate, 1.f);
const float measurement = gps_sample.hgt - getEkfGlobalOriginAltitude();
const float measurement_var = getGpsHeightVariance(gps_sample);
// GNSS position, vertical position GNSS measurement has opposite sign to earth z axis
updateVerticalPositionAidSrcStatus(gps_sample.time_us,
-(measurement - bias_est.getBias()),
measurement_var + bias_est.getBiasVar(),
innov_gate,
aid_src);
// update the bias estimator before updating the main filter but after
// using its current state to compute the vertical position innovation
if (gps_checks_passing && !gps_checks_failing
&& PX4_ISFINITE(measurement) && PX4_ISFINITE(measurement_var)
) {
const float noise = sqrtf(measurement_var);
bias_est.setMaxStateNoise(noise);
bias_est.setProcessNoiseSpectralDensity(_params.gps_hgt_bias_nsd);
bias_est.fuseBias(measurement - (-_state.pos(2)), measurement_var + P(9, 9));
}
// determine if we should use GNSS height aiding
const bool continuing_conditions_passing = (_params.gnss_ctrl & GnssCtrl::VPOS)
&& PX4_ISFINITE(gps_sample.hgt)
&& _NED_origin_initialised
&& _gps_checks_passed;
const bool starting_conditions_passing = continuing_conditions_passing
&& _gps_checks_passed
&& gps_checks_passing
&& !gps_checks_failing
&& isNewestSampleRecent(_time_last_gps_buffer_push, 2 * GPS_MAX_INTERVAL);
if (_control_status.flags.gps_hgt) {
if (continuing_conditions_passing) {
/* fuseGpsHgt(); */ // Done in fuseGpsPos
aid_src.fusion_enabled = true;
const bool is_fusion_failing = isTimedOut(_aid_src_gnss_pos.time_last_fuse[2], _params.hgt_fusion_timeout_max);
if (continuing_conditions_passing) {
fuseVerticalPosition(aid_src);
const bool is_fusion_failing = isTimedOut(aid_src.time_last_fuse, _params.hgt_fusion_timeout_max);
if (isHeightResetRequired()) {
// All height sources are failing
@ -95,7 +137,7 @@ void Ekf::startGpsHgtFusion(const gpsSample &gps_sample)
_gps_hgt_b_est.setBias(_state.pos(2) + (gps_sample.hgt - getEkfGlobalOriginAltitude()));
// Reset the timeout value here because the fusion isn't done at the same place and would immediately trigger a timeout
_aid_src_gnss_pos.time_last_fuse[2] = _imu_sample_delayed.time_us;
_aid_src_gnss_hgt.time_last_fuse = _imu_sample_delayed.time_us;
}
_control_status.flags.gps_hgt = true;
@ -118,7 +160,7 @@ void Ekf::resetHeightToGps(const gpsSample &gps_sample)
_rng_hgt_b_est.setBias(_rng_hgt_b_est.getBias() + _state_reset_status.posD_change);
_ev_hgt_b_est.setBias(_ev_hgt_b_est.getBias() - _state_reset_status.posD_change);
_aid_src_gnss_pos.time_last_fuse[2] = _imu_sample_delayed.time_us;
_aid_src_gnss_hgt.time_last_fuse = _imu_sample_delayed.time_us;
}
void Ekf::stopGpsHgtFusion()

View File

@ -52,22 +52,42 @@ void Ekf::controlGpsFusion()
const gpsSample &gps_sample{_gps_sample_delayed};
updateGpsYaw(gps_sample);
updateGpsVel(gps_sample);
updateGpsPos(gps_sample);
const bool gps_checks_passing = isTimedOut(_last_gps_fail_us, (uint64_t)5e6);
const bool gps_checks_failing = isTimedOut(_last_gps_pass_us, (uint64_t)5e6);
controlGpsYawFusion(gps_sample, gps_checks_passing, gps_checks_failing);
// GNSS velocity
const Vector3f velocity{gps_sample.vel};
const float vel_var = sq(gps_sample.sacc);
const Vector3f vel_obs_var{vel_var, vel_var, vel_var * sq(1.5f)};
updateVelocityAidSrcStatus(gps_sample.time_us, velocity, vel_obs_var, fmaxf(_params.gps_vel_innov_gate, 1.f), _aid_src_gnss_vel);
_aid_src_gnss_vel.fusion_enabled = (_params.gnss_ctrl & GnssCtrl::VEL);
// GNSS position
const float pos_var_lower_limit = fmaxf(_params.gps_pos_noise, 0.01f);
float pos_var = sq(fmaxf(gps_sample.hacc, pos_var_lower_limit));
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.
float upper_limit = fmaxf(_params.pos_noaid_noise, pos_var_lower_limit);
pos_var = fminf(pos_var, upper_limit);
}
updateHorizontalPositionAidSrcStatus(gps_sample.time_us, gps_sample.pos, Vector2f(pos_var, pos_var), fmaxf(_params.gps_pos_innov_gate, 1.f), _aid_src_gnss_pos);
_aid_src_gnss_pos.fusion_enabled = (_params.gnss_ctrl & GnssCtrl::HPOS);
// update GSF yaw estimator velocity (basic sanity check on GNSS velocity data)
if (gps_checks_passing && !gps_checks_failing) {
_yawEstimator.setVelocity(_gps_sample_delayed.vel.xy(), _gps_sample_delayed.sacc);
_yawEstimator.setVelocity(velocity.xy(), gps_sample.sacc);
}
// Determine if we should use GPS aiding for velocity and horizontal position
// To start using GPS we need angular alignment completed, the local NED origin set and GPS data that has not failed checks recently
const bool mandatory_conditions_passing = _control_status.flags.tilt_align
const bool mandatory_conditions_passing = ((_params.gnss_ctrl & GnssCtrl::HPOS) || (_params.gnss_ctrl & GnssCtrl::VEL))
&& _control_status.flags.tilt_align
&& _control_status.flags.yaw_align
&& _NED_origin_initialised;
@ -79,16 +99,11 @@ void Ekf::controlGpsFusion()
if (continuing_conditions_passing
|| !isOtherSourceOfHorizontalAidingThan(_control_status.flags.gps)) {
if (_params.gnss_ctrl & GnssCtrl::VEL) {
fuseGpsVel();
}
if ((_params.gnss_ctrl & GnssCtrl::HPOS) || (_params.gnss_ctrl & GnssCtrl::VPOS)) {
fuseGpsPos();
}
fuseVelocity(_aid_src_gnss_vel);
fuseHorizontalPosition(_aid_src_gnss_pos);
if (shouldResetGpsFusion()) {
const bool was_gps_signal_lost = isTimedOut(_time_prev_gps_us, 1000000);
const bool was_gps_signal_lost = isTimedOut(_time_prev_gps_us, 1'000'000);
/* A reset is not performed when getting GPS back after a significant period of no data
* because the timeout could have been caused by bad GPS.
@ -98,7 +113,7 @@ void Ekf::controlGpsFusion()
&& _control_status.flags.in_air
&& !was_gps_signal_lost
&& _ekfgsf_yaw_reset_count < _params.EKFGSF_reset_count_limit
&& isTimedOut(_ekfgsf_yaw_reset_time, 5000000)) {
&& isTimedOut(_ekfgsf_yaw_reset_time, 5'000'000)) {
// The minimum time interval between resets to the EKF-GSF estimate is limited to allow the EKF-GSF time
// to improve its estimate if the previous reset was not successful.
if (resetYawToEKFGSF()) {
@ -116,8 +131,8 @@ void Ekf::controlGpsFusion()
ECL_WARN("GPS fusion timeout - resetting");
}
resetVelocityToGps(_gps_sample_delayed);
resetHorizontalPositionToGps(_gps_sample_delayed);
resetVelocityToGps(gps_sample);
resetHorizontalPositionToGps(gps_sample);
}
} else {

View File

@ -42,7 +42,7 @@
void Ekf::updateGpsYaw(const gpsSample &gps_sample)
{
auto &gps_yaw = _aid_src_gnss_yaw;
resetEstimatorAidStatusFlags(gps_yaw);
resetEstimatorAidStatus(gps_yaw);
if (PX4_ISFINITE(gps_sample.yaw)) {
// initially populate for estimator_aid_src_gnss_yaw logging
@ -64,155 +64,3 @@ void Ekf::updateGpsYaw(const gpsSample &gps_sample)
gps_yaw.timestamp_sample = gps_sample.time_us;
}
}
void Ekf::updateGpsVel(const gpsSample &gps_sample)
{
auto &gps_vel = _aid_src_gnss_vel;
resetEstimatorAidStatus(gps_vel);
const float vel_var = sq(gps_sample.sacc);
const Vector3f obs_var{vel_var, vel_var, vel_var * sq(1.5f)};
// innovation gate size
const float innov_gate = fmaxf(_params.gps_vel_innov_gate, 1.f);
for (int i = 0; i < 3; i++) {
gps_vel.observation[i] = gps_sample.vel(i);
gps_vel.observation_variance[i] = obs_var(i);
gps_vel.innovation[i] = _state.vel(i) - gps_sample.vel(i);
gps_vel.innovation_variance[i] = P(4 + i, 4 + i) + obs_var(i);
}
setEstimatorAidStatusTestRatio(gps_vel, innov_gate);
// vz special case if there is bad vertical acceleration data, then don't reject measurement,
// but limit innovation to prevent spikes that could destabilise the filter
if (_fault_status.flags.bad_acc_vertical && gps_vel.innovation_rejected[2]) {
const float innov_limit = innov_gate * sqrtf(gps_vel.innovation_variance[2]);
gps_vel.innovation[2] = math::constrain(gps_vel.innovation[2], -innov_limit, innov_limit);
gps_vel.innovation_rejected[2] = false;
}
gps_vel.timestamp_sample = gps_sample.time_us;
}
void Ekf::updateGpsPos(const gpsSample &gps_sample)
{
auto &gps_pos = _aid_src_gnss_pos;
resetEstimatorAidStatus(gps_pos);
const float height_measurement = gps_sample.hgt - getEkfGlobalOriginAltitude();
const float height_measurement_var = getGpsHeightVariance(gps_sample);
Vector3f position;
position(0) = gps_sample.pos(0);
position(1) = gps_sample.pos(1);
// vertical position - gps measurement has opposite sign to earth z axis
position(2) = -(height_measurement - _gps_hgt_b_est.getBias());
const float lower_limit = fmaxf(_params.gps_pos_noise, 0.01f);
Vector3f obs_var;
if (isOtherSourceOfHorizontalAidingThan(_control_status.flags.gps)) {
// if we are using other sources of aiding, then relax the upper observation
// noise limit which prevents bad GPS perturbing the position estimate
obs_var(0) = obs_var(1) = sq(fmaxf(gps_sample.hacc, lower_limit));
} else {
// 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.
float upper_limit = fmaxf(_params.pos_noaid_noise, lower_limit);
obs_var(0) = obs_var(1) = sq(math::constrain(gps_sample.hacc, lower_limit, upper_limit));
}
obs_var(2) = height_measurement_var + _gps_hgt_b_est.getBiasVar();
// innovation gate size
float innov_gate = fmaxf(_params.gps_pos_innov_gate, 1.f);
for (int i = 0; i < 3; i++) {
gps_pos.observation[i] = position(i);
gps_pos.observation_variance[i] = obs_var(i);
gps_pos.innovation[i] = _state.pos(i) - position(i);
gps_pos.innovation_variance[i] = P(7 + i, 7 + i) + obs_var(i);
}
setEstimatorAidStatusTestRatio(gps_pos, innov_gate);
// z special case if there is bad vertical acceleration data, then don't reject measurement,
// but limit innovation to prevent spikes that could destabilise the filter
if (_fault_status.flags.bad_acc_vertical && gps_pos.innovation_rejected[2]) {
const float innov_limit = innov_gate * sqrtf(gps_pos.innovation_variance[2]);
gps_pos.innovation[2] = math::constrain(gps_pos.innovation[2], -innov_limit, innov_limit);
gps_pos.innovation_rejected[2] = false;
}
gps_pos.timestamp_sample = gps_sample.time_us;
// update the bias estimator before updating the main filter but after
// using its current state to compute the vertical position innovation
_gps_hgt_b_est.setMaxStateNoise(height_measurement_var);
_gps_hgt_b_est.setProcessNoiseSpectralDensity(_params.gps_hgt_bias_nsd);
_gps_hgt_b_est.fuseBias(height_measurement - (-_state.pos(2)), height_measurement_var + P(9, 9));
}
void Ekf::fuseGpsVel()
{
// velocity
auto &gps_vel = _aid_src_gnss_vel;
// vx & vy
gps_vel.fusion_enabled[0] = true;
gps_vel.fusion_enabled[1] = true;
if (!gps_vel.innovation_rejected[0] && !gps_vel.innovation_rejected[1]) {
for (int i = 0; i < 2; i++) {
if (fuseVelPosHeight(gps_vel.innovation[i], gps_vel.innovation_variance[i], i)) {
gps_vel.fused[i] = true;
gps_vel.time_last_fuse[i] = _imu_sample_delayed.time_us;
}
}
}
// vz
gps_vel.fusion_enabled[2] = true;
if (gps_vel.fusion_enabled[2] && !gps_vel.innovation_rejected[2]) {
if (fuseVelPosHeight(gps_vel.innovation[2], gps_vel.innovation_variance[2], 2)) {
gps_vel.fused[2] = true;
gps_vel.time_last_fuse[2] = _imu_sample_delayed.time_us;
}
}
}
void Ekf::fuseGpsPos()
{
auto &gps_pos = _aid_src_gnss_pos;
// x & y
gps_pos.fusion_enabled[0] = true;
gps_pos.fusion_enabled[1] = true;
if (!gps_pos.innovation_rejected[0] && !gps_pos.innovation_rejected[1]) {
for (int i = 0; i < 2; i++) {
if (fuseVelPosHeight(gps_pos.innovation[i], gps_pos.innovation_variance[i], 3 + i)) {
gps_pos.fused[i] = true;
gps_pos.time_last_fuse[i] = _imu_sample_delayed.time_us;
}
}
}
// z
gps_pos.fusion_enabled[2] = _control_status.flags.gps_hgt;
if (gps_pos.fusion_enabled[2] && !gps_pos.innovation_rejected[2]) {
if (fuseVelPosHeight(gps_pos.innovation[2], gps_pos.innovation_variance[2], 5)) {
gps_pos.fused[2] = true;
gps_pos.time_last_fuse[2] = _imu_sample_delayed.time_us;
}
}
}

View File

@ -178,7 +178,7 @@ Likelihood Ekf::estimateInertialNavFallingLikelihood() const
}
if (_control_status.flags.gps_hgt) {
checks[1] = {ReferenceType::GNSS, _aid_src_gnss_pos.innovation[2], _aid_src_gnss_pos.innovation_variance[2]};
checks[1] = {ReferenceType::GNSS, _aid_src_gnss_hgt.innovation, _aid_src_gnss_hgt.innovation_variance};
}
if (_control_status.flags.gps) {
@ -190,11 +190,11 @@ Likelihood Ekf::estimateInertialNavFallingLikelihood() const
}
if (_control_status.flags.ev_hgt) {
checks[4] = {ReferenceType::GROUND, _ev_pos_innov(2), _ev_pos_innov_var(2)};
checks[4] = {ReferenceType::GROUND, _aid_src_ev_hgt.innovation, _aid_src_ev_hgt.innovation_variance};
}
if (_control_status.flags.ev_vel) {
checks[5] = {ReferenceType::GROUND, _ev_vel_innov(2), _ev_vel_innov_var(2)};
checks[5] = {ReferenceType::GROUND, _aid_src_ev_vel.innovation[2], _aid_src_ev_vel.innovation_variance[2]};
}
// Compute the check based on innovation ratio for all the sources

View File

@ -41,7 +41,7 @@
void Ekf::updateBaroHgt(const baroSample &baro_sample, estimator_aid_source_1d_s &baro_hgt)
{
// reset flags
resetEstimatorAidStatusFlags(baro_hgt);
resetEstimatorAidStatus(baro_hgt);
// innovation gate size
const float innov_gate = fmaxf(_params.baro_innov_gate, 1.f);
@ -109,7 +109,7 @@ void Ekf::fuseBaroHgt(estimator_aid_source_1d_s &baro_hgt)
void Ekf::updateRngHgt(estimator_aid_source_1d_s &rng_hgt)
{
// reset flags
resetEstimatorAidStatusFlags(rng_hgt);
resetEstimatorAidStatus(rng_hgt);
// measurement variance - user parameter defined
const float measurement_var = fmaxf(sq(_params.range_noise) + sq(_params.range_noise_scaler * _range_sensor.getDistBottom()), 0.01f);
@ -174,12 +174,13 @@ void Ekf::fuseEvHgt()
// calculate the innovation assuming the external vision observation is in local NED frame
const float obs = measurement - bias;
const float obs_var = measurement_var + bias_var;
_ev_pos_innov(2) = _state.pos(2) - obs;
// innovation gate size
float innov_gate = fmaxf(_params.ev_pos_innov_gate, 1.f);
// _ev_pos_test_ratio(1) is the vertical test ratio
fuseVerticalPosition(_ev_pos_innov(2), innov_gate, obs_var,
_ev_pos_innov_var(2), _ev_pos_test_ratio(1));
updateVerticalPositionAidSrcStatus(_ev_sample_delayed.time_us, obs, obs_var, innov_gate, _aid_src_ev_hgt);
_aid_src_ev_hgt.fusion_enabled = _control_status.flags.ev_hgt;
fuseVerticalPosition(_aid_src_ev_hgt);
}

View File

@ -171,25 +171,25 @@ bool Ekf::fuseMag(const Vector3f &mag, estimator_aid_source_3d_s &aid_src_mag, b
aid_src_mag.observation[i] = mag_observation(i);
aid_src_mag.observation_variance[i] = R_MAG;
aid_src_mag.innovation[i] = mag_innov(i);
aid_src_mag.fusion_enabled[i] = _control_status.flags.mag_3D && update_all_states;
}
aid_src_mag.fusion_enabled = _control_status.flags.mag_3D && update_all_states;
// do not use the synthesized measurement for the magnetomter Z component for 3D fusion
if (_control_status.flags.synthetic_mag_z) {
aid_src_mag.innovation[2] = 0.0f;
aid_src_mag.innovation_rejected[2] = false;
}
const float innov_gate = math::max(_params.mag_innov_gate, 1.f);
setEstimatorAidStatusTestRatio(aid_src_mag, innov_gate);
// Perform an innovation consistency check and report the result
_innov_check_fail_status.flags.reject_mag_x = aid_src_mag.innovation_rejected[0];
_innov_check_fail_status.flags.reject_mag_y = aid_src_mag.innovation_rejected[1];
_innov_check_fail_status.flags.reject_mag_z = aid_src_mag.innovation_rejected[2];
_innov_check_fail_status.flags.reject_mag_x = (aid_src_mag.test_ratio[0] > 1.f);
_innov_check_fail_status.flags.reject_mag_y = (aid_src_mag.test_ratio[1] > 1.f);
_innov_check_fail_status.flags.reject_mag_z = (aid_src_mag.test_ratio[2] > 1.f);
// if any axis fails, abort the mag fusion
if (aid_src_mag.innovation_rejected[0] || aid_src_mag.innovation_rejected[1] || aid_src_mag.innovation_rejected[2]) {
if (aid_src_mag.innovation_rejected) {
return false;
}
@ -197,6 +197,8 @@ bool Ekf::fuseMag(const Vector3f &mag, estimator_aid_source_3d_s &aid_src_mag, b
SparseVector24f<0,1,2,3,16,17,18,19,20,21> Hfusion;
Vector24f Kfusion;
bool fused[3] {false, false, false};
// update the states and covariance using sequential fusion of the magnetometer components
for (uint8_t index = 0; index <= 2; index++) {
@ -397,37 +399,27 @@ bool Ekf::fuseMag(const Vector3f &mag, estimator_aid_source_3d_s &aid_src_mag, b
Kfusion(21) = HKZ23*HKZ24;
}
const bool is_fused = measurementUpdate(Kfusion, Hfusion, aid_src_mag.innovation[index]);
if (is_fused) {
aid_src_mag.fused[index] = true;
aid_src_mag.time_last_fuse[index] = _imu_sample_delayed.time_us;
if (measurementUpdate(Kfusion, Hfusion, aid_src_mag.innovation[index])) {
fused[index] = true;
limitDeclination();
} else {
aid_src_mag.fused[index] = false;
}
switch (index) {
case 0:
_fault_status.flags.bad_mag_x = !is_fused;
break;
case 1:
_fault_status.flags.bad_mag_y = !is_fused;
break;
case 2:
_fault_status.flags.bad_mag_z = !is_fused;
break;
}
if (is_fused) {
limitDeclination();
fused[index] = false;
}
}
return aid_src_mag.fused[0] && aid_src_mag.fused[1] && aid_src_mag.fused[2];
_fault_status.flags.bad_mag_x = !fused[0];
_fault_status.flags.bad_mag_y = !fused[1];
_fault_status.flags.bad_mag_z = !fused[2];
if (fused[0] && fused[1] && fused[2]) {
aid_src_mag.fused = true;
aid_src_mag.time_last_fuse = _imu_sample_delayed.time_us;
return true;
}
aid_src_mag.fused = false;
return false;
}
// update quaternion states and covariances using the yaw innovation and yaw observation variance

View File

@ -50,7 +50,7 @@
void Ekf::updateSideslip(estimator_aid_source_1d_s &sideslip) const
{
// reset flags
resetEstimatorAidStatusFlags(sideslip);
resetEstimatorAidStatus(sideslip);
const float R = sq(_params.beta_noise); // observation noise variance

View File

@ -33,7 +33,6 @@
/**
* @file vel_pos_fusion.cpp
* Function for fusing gps and baro measurements/
*
* @author Roman Bast <bapstroman@gmail.com>
* @author Siddharth Bharat Purohit <siddharthbharatpurohit@gmail.com>
@ -44,213 +43,148 @@
#include <mathlib/mathlib.h>
#include "ekf.h"
bool Ekf::fuseHorizontalVelocity(const Vector3f &innov, const float innov_gate, const Vector3f &obs_var,
Vector3f &innov_var, Vector2f &test_ratio)
void Ekf::updateVelocityAidSrcStatus(const uint64_t &time_us, const Vector2f &obs, const Vector2f &obs_var,
const float innov_gate, estimator_aid_source_2d_s &aid_src) const
{
innov_var(0) = P(4, 4) + obs_var(0);
innov_var(1) = P(5, 5) + obs_var(1);
test_ratio(0) = fmaxf(sq(innov(0)) / (sq(innov_gate) * innov_var(0)),
sq(innov(1)) / (sq(innov_gate) * innov_var(1)));
resetEstimatorAidStatus(aid_src);
const bool innov_check_pass = (test_ratio(0) <= 1.0f);
for (int i = 0; i < 2; i++) {
aid_src.observation[i] = obs(i);
aid_src.innovation[i] = _state.vel(i) - aid_src.observation[i];
if (innov_check_pass) {
_innov_check_fail_status.flags.reject_hor_vel = false;
bool fuse_vx = fuseVelPosHeight(innov(0), innov_var(0), 0);
bool fuse_vy = fuseVelPosHeight(innov(1), innov_var(1), 1);
return fuse_vx && fuse_vy;
} else {
_innov_check_fail_status.flags.reject_hor_vel = true;
return false;
aid_src.observation_variance[i] = obs_var(i);
aid_src.innovation_variance[i] = P(4 + i, 4 + i) + aid_src.observation_variance[i];
}
setEstimatorAidStatusTestRatio(aid_src, innov_gate);
aid_src.timestamp_sample = time_us;
}
bool Ekf::fuseVerticalVelocity(const Vector3f &innov, const float innov_gate, const Vector3f &obs_var,
Vector3f &innov_var, Vector2f &test_ratio)
void Ekf::updateVelocityAidSrcStatus(const uint64_t &time_us, const Vector3f &obs, const Vector3f &obs_var,
const float innov_gate, estimator_aid_source_3d_s &aid_src) const
{
innov_var(2) = P(6, 6) + obs_var(2);
test_ratio(1) = sq(innov(2)) / (sq(innov_gate) * innov_var(2));
_vert_vel_innov_ratio = innov(2) / sqrtf(innov_var(2));
_vert_vel_fuse_time_us = _imu_sample_delayed.time_us;
bool innov_check_pass = (test_ratio(1) <= 1.0f);
// if there is bad vertical acceleration data, then don't reject measurement,
// but limit innovation to prevent spikes that could destabilise the filter
float innovation;
if (_fault_status.flags.bad_acc_vertical && !innov_check_pass) {
const float innov_limit = innov_gate * sqrtf(innov_var(2));
innovation = math::constrain(innov(2), -innov_limit, innov_limit);
innov_check_pass = true;
} else {
innovation = innov(2);
}
if (innov_check_pass) {
_innov_check_fail_status.flags.reject_ver_vel = false;
return fuseVelPosHeight(innovation, innov_var(2), 2);
} else {
_innov_check_fail_status.flags.reject_ver_vel = true;
return false;
}
}
bool Ekf::fuseHorizontalPosition(const Vector3f &innov, const float innov_gate, const Vector3f &obs_var,
Vector3f &innov_var, Vector2f &test_ratio)
{
innov_var(0) = P(7, 7) + obs_var(0);
innov_var(1) = P(8, 8) + obs_var(1);
test_ratio(0) = fmaxf(sq(innov(0)) / (sq(innov_gate) * innov_var(0)),
sq(innov(1)) / (sq(innov_gate) * innov_var(1)));
const bool innov_check_pass = test_ratio(0) <= 1.0f;
if (innov_check_pass) {
_innov_check_fail_status.flags.reject_hor_pos = false;
bool fuse_x = fuseVelPosHeight(innov(0), innov_var(0), 3);
bool fuse_y = fuseVelPosHeight(innov(1), innov_var(1), 4);
return fuse_x && fuse_y;
} else {
_innov_check_fail_status.flags.reject_hor_pos = true;
return false;
}
}
bool Ekf::fuseVerticalPosition(const float innov, const float innov_gate, const float obs_var,
float &innov_var, float &test_ratio)
{
innov_var = P(9, 9) + obs_var;
test_ratio = sq(innov) / (sq(innov_gate) * innov_var);
_vert_pos_innov_ratio = innov / sqrtf(innov_var);
_vert_pos_fuse_attempt_time_us = _imu_sample_delayed.time_us;
bool innov_check_pass = test_ratio <= 1.0f;
// if there is bad vertical acceleration data, then don't reject measurement,
// but limit innovation to prevent spikes that could destabilise the filter
float innovation;
if (_fault_status.flags.bad_acc_vertical && !innov_check_pass) {
const float innov_limit = innov_gate * sqrtf(innov_var);
innovation = math::constrain(innov, -innov_limit, innov_limit);
innov_check_pass = true;
} else {
innovation = innov;
}
if (innov_check_pass) {
_innov_check_fail_status.flags.reject_ver_pos = false;
return fuseVelPosHeight(innovation, innov_var, 5);
} else {
_innov_check_fail_status.flags.reject_ver_pos = true;
return false;
}
}
void Ekf::updateVelocityAidSrcStatus(const uint64_t& sample_time_us, const Vector3f& velocity, const Vector3f& obs_var, const float innov_gate, estimator_aid_source_3d_s& vel_aid_src) const
{
resetEstimatorAidStatus(vel_aid_src);
resetEstimatorAidStatus(aid_src);
for (int i = 0; i < 3; i++) {
vel_aid_src.observation[i] = velocity(i);
vel_aid_src.observation_variance[i] = obs_var(i);
aid_src.observation[i] = obs(i);
aid_src.innovation[i] = _state.vel(i) - aid_src.observation[i];
vel_aid_src.innovation[i] = _state.vel(i) - velocity(i);
vel_aid_src.innovation_variance[i] = P(4 + i, 4 + i) + obs_var(i);
aid_src.observation_variance[i] = obs_var(i);
aid_src.innovation_variance[i] = P(4 + i, 4 + i) + aid_src.observation_variance[i];
}
setEstimatorAidStatusTestRatio(vel_aid_src, innov_gate);
setEstimatorAidStatusTestRatio(aid_src, innov_gate);
// vz special case if there is bad vertical acceleration data, then don't reject measurement,
// but limit innovation to prevent spikes that could destabilise the filter
if (_fault_status.flags.bad_acc_vertical && vel_aid_src.innovation_rejected[2]) {
const float innov_limit = innov_gate * sqrtf(vel_aid_src.innovation_variance[2]);
vel_aid_src.innovation[2] = math::constrain(vel_aid_src.innovation[2], -innov_limit, innov_limit);
vel_aid_src.innovation_rejected[2] = false;
if (_fault_status.flags.bad_acc_vertical && aid_src.innovation_rejected) {
const float innov_limit = innov_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;
}
vel_aid_src.timestamp_sample = sample_time_us;
aid_src.timestamp_sample = time_us;
}
void Ekf::updatePositionAidSrcStatus(const uint64_t& sample_time_us, const Vector3f& position, const Vector3f& obs_var, const float innov_gate, estimator_aid_source_3d_s& pos_aid_src) const
void Ekf::updateVerticalPositionAidSrcStatus(const uint64_t &time_us, const float obs, const float obs_var,
const float innov_gate, estimator_aid_source_1d_s &aid_src) const
{
resetEstimatorAidStatus(pos_aid_src);
resetEstimatorAidStatus(aid_src);
for (int i = 0; i < 3; i++) {
pos_aid_src.observation[i] = position(i);
pos_aid_src.observation_variance[i] = obs_var(i);
aid_src.observation = obs;
aid_src.innovation = _state.pos(2) - aid_src.observation;
pos_aid_src.innovation[i] = _state.pos(i) - position(i);
pos_aid_src.innovation_variance[i] = P(7 + i, 7 + i) + obs_var(i);
}
aid_src.observation_variance = obs_var;
aid_src.innovation_variance = P(9, 9) + aid_src.observation_variance;
setEstimatorAidStatusTestRatio(pos_aid_src, innov_gate);
setEstimatorAidStatusTestRatio(aid_src, innov_gate);
// z special case if there is bad vertical acceleration data, then don't reject measurement,
// but limit innovation to prevent spikes that could destabilise the filter
if (_fault_status.flags.bad_acc_vertical && pos_aid_src.innovation_rejected[2]) {
const float innov_limit = innov_gate * sqrtf(pos_aid_src.innovation_variance[2]);
pos_aid_src.innovation[2] = math::constrain(pos_aid_src.innovation[2], -innov_limit, innov_limit);
pos_aid_src.innovation_rejected[2] = false;
if (_fault_status.flags.bad_acc_vertical && aid_src.innovation_rejected) {
const float innov_limit = innov_gate * sqrtf(aid_src.innovation_variance);
aid_src.innovation = math::constrain(aid_src.innovation, -innov_limit, innov_limit);
aid_src.innovation_rejected = false;
}
pos_aid_src.timestamp_sample = sample_time_us;
aid_src.timestamp_sample = time_us;
}
void Ekf::fuseVelocity(estimator_aid_source_3d_s& vel_aid_src)
void Ekf::updateHorizontalPositionAidSrcStatus(const uint64_t &time_us, const Vector2f &obs, const Vector2f &obs_var,
const float innov_gate, estimator_aid_source_2d_s &aid_src) const
{
// vx & vy
if (vel_aid_src.fusion_enabled[0] && !vel_aid_src.innovation_rejected[0]
&& vel_aid_src.fusion_enabled[1] && !vel_aid_src.innovation_rejected[1]
) {
for (int i = 0; i < 2; i++) {
if (fuseVelPosHeight(vel_aid_src.innovation[i], vel_aid_src.innovation_variance[i], i)) {
vel_aid_src.fused[i] = true;
vel_aid_src.time_last_fuse[i] = _imu_sample_delayed.time_us;
}
}
resetEstimatorAidStatus(aid_src);
for (int i = 0; i < 2; i++) {
aid_src.observation[i] = obs(i);
aid_src.innovation[i] = _state.pos(i) - aid_src.observation[i];
aid_src.observation_variance[i] = obs_var(i);
aid_src.innovation_variance[i] = P(7 + i, 7 + i) + aid_src.observation_variance[i];
}
// vz
if (vel_aid_src.fusion_enabled[2] && !vel_aid_src.innovation_rejected[2]) {
if (fuseVelPosHeight(vel_aid_src.innovation[2], vel_aid_src.innovation_variance[2], 2)) {
vel_aid_src.fused[2] = true;
vel_aid_src.time_last_fuse[2] = _imu_sample_delayed.time_us;
setEstimatorAidStatusTestRatio(aid_src, innov_gate);
aid_src.timestamp_sample = time_us;
}
void Ekf::fuseVelocity(estimator_aid_source_2d_s &aid_src)
{
if (aid_src.fusion_enabled && !aid_src.innovation_rejected) {
// vx, vy
if (fuseVelPosHeight(aid_src.innovation[0], aid_src.innovation_variance[0], 0)
&& fuseVelPosHeight(aid_src.innovation[1], aid_src.innovation_variance[1], 1)
) {
aid_src.fused = true;
aid_src.time_last_fuse = _imu_sample_delayed.time_us;
} else {
aid_src.fused = false;
}
}
}
void Ekf::fusePosition(estimator_aid_source_3d_s& pos_aid_src)
void Ekf::fuseVelocity(estimator_aid_source_3d_s &aid_src)
{
if (aid_src.fusion_enabled && !aid_src.innovation_rejected) {
// vx, vy, vz
if (fuseVelPosHeight(aid_src.innovation[0], aid_src.innovation_variance[0], 0)
&& fuseVelPosHeight(aid_src.innovation[1], aid_src.innovation_variance[1], 1)
&& fuseVelPosHeight(aid_src.innovation[2], aid_src.innovation_variance[2], 2)
) {
aid_src.fused = true;
aid_src.time_last_fuse = _imu_sample_delayed.time_us;
} else {
aid_src.fused = false;
}
}
}
void Ekf::fuseHorizontalPosition(estimator_aid_source_2d_s &aid_src)
{
// x & y
if (pos_aid_src.fusion_enabled[0] && !pos_aid_src.innovation_rejected[0]
&& pos_aid_src.fusion_enabled[1] && !pos_aid_src.innovation_rejected[1]
) {
for (int i = 0; i < 2; i++) {
if (fuseVelPosHeight(pos_aid_src.innovation[i], pos_aid_src.innovation_variance[i], 3 + i)) {
pos_aid_src.fused[i] = true;
pos_aid_src.time_last_fuse[i] = _imu_sample_delayed.time_us;
}
if (aid_src.fusion_enabled && !aid_src.innovation_rejected) {
if (fuseVelPosHeight(aid_src.innovation[0], aid_src.innovation_variance[0], 3)
&& fuseVelPosHeight(aid_src.innovation[1], aid_src.innovation_variance[1], 4)
) {
aid_src.fused = true;
aid_src.time_last_fuse = _imu_sample_delayed.time_us;
} else {
aid_src.fused = false;
}
}
}
void Ekf::fuseVerticalPosition(estimator_aid_source_1d_s &aid_src)
{
// z
if (pos_aid_src.fusion_enabled[2] && !pos_aid_src.innovation_rejected[2]) {
if (fuseVelPosHeight(pos_aid_src.innovation[2], pos_aid_src.innovation_variance[2], 5)) {
pos_aid_src.fused[2] = true;
pos_aid_src.time_last_fuse[2] = _imu_sample_delayed.time_us;
if (aid_src.fusion_enabled && !aid_src.innovation_rejected) {
if (fuseVelPosHeight(aid_src.innovation, aid_src.innovation_variance, 5)) {
aid_src.fused = true;
aid_src.time_last_fuse = _imu_sample_delayed.time_us;
}
}
}

View File

@ -727,13 +727,17 @@ void EKF2::PublishAidSourceStatus(const hrt_abstime &timestamp)
PublishAidSourceStatus(_ekf.aid_src_fake_pos(), _status_fake_pos_pub_last, _estimator_aid_src_fake_pos_pub);
PublishAidSourceStatus(_ekf.aid_src_fake_hgt(), _status_fake_hgt_pub_last, _estimator_aid_src_fake_hgt_pub);
// EV yaw
// external vision (EV) hgt/pos/vel/yaw
PublishAidSourceStatus(_ekf.aid_src_ev_hgt(), _status_ev_hgt_pub_last, _estimator_aid_src_ev_hgt_pub);
PublishAidSourceStatus(_ekf.aid_src_ev_pos(), _status_ev_pos_pub_last, _estimator_aid_src_ev_pos_pub);
PublishAidSourceStatus(_ekf.aid_src_ev_vel(), _status_ev_vel_pub_last, _estimator_aid_src_ev_vel_pub);
PublishAidSourceStatus(_ekf.aid_src_ev_yaw(), _status_ev_yaw_pub_last, _estimator_aid_src_ev_yaw_pub);
// GNSS yaw/velocity/position
PublishAidSourceStatus(_ekf.aid_src_gnss_yaw(), _status_gnss_yaw_pub_last, _estimator_aid_src_gnss_yaw_pub);
PublishAidSourceStatus(_ekf.aid_src_gnss_vel(), _status_gnss_vel_pub_last, _estimator_aid_src_gnss_vel_pub);
// GNSS hgt/pos/vel/yaw
PublishAidSourceStatus(_ekf.aid_src_gnss_hgt(), _status_gnss_hgt_pub_last, _estimator_aid_src_gnss_hgt_pub);
PublishAidSourceStatus(_ekf.aid_src_gnss_pos(), _status_gnss_pos_pub_last, _estimator_aid_src_gnss_pos_pub);
PublishAidSourceStatus(_ekf.aid_src_gnss_vel(), _status_gnss_vel_pub_last, _estimator_aid_src_gnss_vel_pub);
PublishAidSourceStatus(_ekf.aid_src_gnss_yaw(), _status_gnss_yaw_pub_last, _estimator_aid_src_gnss_yaw_pub);
// mag heading
PublishAidSourceStatus(_ekf.aid_src_mag_heading(), _status_mag_heading_pub_last, _estimator_aid_src_mag_heading_pub);
@ -768,7 +772,7 @@ void EKF2::PublishAttitude(const hrt_abstime &timestamp)
void EKF2::PublishBaroBias(const hrt_abstime &timestamp)
{
if (_device_id_baro != 0) {
if (_ekf.aid_src_baro_hgt().timestamp_sample != 0) {
const BiasEstimator::status &status = _ekf.getBaroBiasEstimatorStatus();
if (fabsf(status.bias - _last_baro_bias_published) > 0.001f) {
@ -782,34 +786,40 @@ void EKF2::PublishBaroBias(const hrt_abstime &timestamp)
void EKF2::PublishGnssHgtBias(const hrt_abstime &timestamp)
{
const BiasEstimator::status &status = _ekf.getGpsHgtBiasEstimatorStatus();
if (_ekf.get_gps_sample_delayed().time_us != 0) {
const BiasEstimator::status &status = _ekf.getGpsHgtBiasEstimatorStatus();
if (fabsf(status.bias - _last_gnss_hgt_bias_published) > 0.001f) {
_estimator_gnss_hgt_bias_pub.publish(fillEstimatorBiasMsg(status, _ekf.get_gps_sample_delayed().time_us, timestamp));
if (fabsf(status.bias - _last_gnss_hgt_bias_published) > 0.001f) {
_estimator_gnss_hgt_bias_pub.publish(fillEstimatorBiasMsg(status, _ekf.get_gps_sample_delayed().time_us, timestamp));
_last_gnss_hgt_bias_published = status.bias;
_last_gnss_hgt_bias_published = status.bias;
}
}
}
void EKF2::PublishRngHgtBias(const hrt_abstime &timestamp)
{
const BiasEstimator::status &status = _ekf.getRngHgtBiasEstimatorStatus();
if (_ekf.get_rng_sample_delayed().time_us != 0) {
const BiasEstimator::status &status = _ekf.getRngHgtBiasEstimatorStatus();
if (fabsf(status.bias - _last_rng_hgt_bias_published) > 0.001f) {
_estimator_rng_hgt_bias_pub.publish(fillEstimatorBiasMsg(status, _ekf.get_rng_sample_delayed().time_us, timestamp));
if (fabsf(status.bias - _last_rng_hgt_bias_published) > 0.001f) {
_estimator_rng_hgt_bias_pub.publish(fillEstimatorBiasMsg(status, _ekf.get_rng_sample_delayed().time_us, timestamp));
_last_rng_hgt_bias_published = status.bias;
_last_rng_hgt_bias_published = status.bias;
}
}
}
void EKF2::PublishEvHgtBias(const hrt_abstime &timestamp)
{
const BiasEstimator::status &status = _ekf.getEvHgtBiasEstimatorStatus();
if (_ekf.get_ev_sample_delayed().time_us != 0) {
const BiasEstimator::status &status = _ekf.getEvHgtBiasEstimatorStatus();
if (fabsf(status.bias - _last_ev_hgt_bias_published) > 0.001f) {
_estimator_ev_hgt_bias_pub.publish(fillEstimatorBiasMsg(status, _ekf.get_ev_sample_delayed().time_us, timestamp));
if (fabsf(status.bias - _last_ev_hgt_bias_published) > 0.001f) {
_estimator_ev_hgt_bias_pub.publish(fillEstimatorBiasMsg(status, _ekf.get_ev_sample_delayed().time_us, timestamp));
_last_ev_hgt_bias_published = status.bias;
_last_ev_hgt_bias_published = status.bias;
}
}
}
@ -818,7 +828,7 @@ estimator_bias_s EKF2::fillEstimatorBiasMsg(const BiasEstimator::status &status,
{
estimator_bias_s bias{};
bias.timestamp_sample = timestamp_sample_us;
bias.baro_device_id = device_id;
bias.device_id = device_id;
bias.bias = status.bias;
bias.bias_var = status.bias_var;
bias.innov = status.innov;
@ -1648,8 +1658,8 @@ void EKF2::UpdateAuxVelSample(ekf2_timestamps_s &ekf2_timestamps)
// velocity of vehicle relative to target has opposite sign to target relative to vehicle
auxVelSample auxvel_sample{
.time_us = landing_target_pose.timestamp,
.vel = Vector3f{-landing_target_pose.vx_rel, -landing_target_pose.vy_rel, NAN},
.velVar = Vector3f{landing_target_pose.cov_vx_rel, landing_target_pose.cov_vy_rel, NAN},
.vel = Vector2f{-landing_target_pose.vx_rel, -landing_target_pose.vy_rel},
.velVar = Vector2f{landing_target_pose.cov_vx_rel, landing_target_pose.cov_vy_rel},
};
_ekf.setAuxVelData(auxvel_sample);
}

View File

@ -270,11 +270,15 @@ private:
hrt_abstime _status_fake_hgt_pub_last{0};
hrt_abstime _status_fake_pos_pub_last{0};
hrt_abstime _status_ev_hgt_pub_last{0};
hrt_abstime _status_ev_pos_pub_last{0};
hrt_abstime _status_ev_vel_pub_last{0};
hrt_abstime _status_ev_yaw_pub_last{0};
hrt_abstime _status_gnss_yaw_pub_last{0};
hrt_abstime _status_gnss_vel_pub_last{0};
hrt_abstime _status_gnss_hgt_pub_last{0};
hrt_abstime _status_gnss_pos_pub_last{0};
hrt_abstime _status_gnss_vel_pub_last{0};
hrt_abstime _status_gnss_yaw_pub_last{0};
hrt_abstime _status_mag_pub_last{0};
hrt_abstime _status_mag_heading_pub_last{0};
@ -355,16 +359,20 @@ private:
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_fake_hgt_pub{ORB_ID(estimator_aid_src_fake_hgt)};
uORB::PublicationMulti<estimator_aid_source_2d_s> _estimator_aid_src_fake_pos_pub{ORB_ID(estimator_aid_src_fake_pos)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_gnss_yaw_pub{ORB_ID(estimator_aid_src_gnss_yaw)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_ev_hgt_pub{ORB_ID(estimator_aid_src_ev_hgt)};
uORB::PublicationMulti<estimator_aid_source_2d_s> _estimator_aid_src_ev_pos_pub{ORB_ID(estimator_aid_src_ev_pos)};
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_ev_vel_pub{ORB_ID(estimator_aid_src_ev_vel)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_ev_yaw_pub{ORB_ID(estimator_aid_src_ev_yaw)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_gnss_hgt_pub{ORB_ID(estimator_aid_src_gnss_hgt)};
uORB::PublicationMulti<estimator_aid_source_2d_s> _estimator_aid_src_gnss_pos_pub{ORB_ID(estimator_aid_src_gnss_pos)};
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_gnss_vel_pub{ORB_ID(estimator_aid_src_gnss_vel)};
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_gnss_pos_pub{ORB_ID(estimator_aid_src_gnss_pos)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_gnss_yaw_pub{ORB_ID(estimator_aid_src_gnss_yaw)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_mag_heading_pub{ORB_ID(estimator_aid_src_mag_heading)};
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_mag_pub{ORB_ID(estimator_aid_src_mag)};
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_ev_yaw_pub{ORB_ID(estimator_aid_src_ev_yaw)};
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_aux_vel_pub{ORB_ID(estimator_aid_src_aux_vel)};
uORB::PublicationMulti<estimator_aid_source_2d_s> _estimator_aid_src_aux_vel_pub{ORB_ID(estimator_aid_src_aux_vel)};
// publications with topic dependent on multi-mode
uORB::PublicationMulti<vehicle_attitude_s> _attitude_pub;

View File

@ -283,109 +283,109 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
28090000,0.708,0.0302,0.0579,0.703,-2.7,-1.25,-1.23,-3.87,-2.19,-370,-7.96e-06,-5.81e-05,4.98e-06,6.07e-05,-0.00017,-0.00121,0.207,0.00204,0.435,0,0,0,0,0,6.7e-05,7.69e-05,7.62e-05,6.62e-05,0.0211,0.0202,0.00839,0.0831,0.0825,0.0353,3.81e-11,3.8e-11,1.49e-10,2.82e-06,2.81e-06,5e-08,0,0,0,0,0,0,0,0
28190000,0.708,0.0353,0.0711,0.702,-2.76,-1.27,-0.952,-4.17,-2.3,-370,-8.23e-06,-5.79e-05,5.02e-06,5.75e-05,-0.000156,-0.00121,0.207,0.00204,0.435,0,0,0,0,0,6.68e-05,7.65e-05,7.58e-05,6.62e-05,0.0203,0.0195,0.00842,0.0852,0.0846,0.0354,3.75e-11,3.74e-11,1.47e-10,2.82e-06,2.81e-06,5e-08,0,0,0,0,0,0,0,0
28290000,0.709,0.0276,0.0541,0.702,-2.76,-1.28,-0.0896,-4.44,-2.43,-370,-8.23e-06,-5.79e-05,4.84e-06,5.62e-05,-0.00015,-0.0012,0.207,0.00204,0.435,0,0,0,0,0,6.66e-05,7.69e-05,7.61e-05,6.58e-05,0.0207,0.02,0.00855,0.0924,0.0917,0.0355,3.76e-11,3.75e-11,1.46e-10,2.82e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
28390000,0.711,0.0116,0.0227,0.702,-2.78,-1.28,0.77,-4.76,-2.55,-370,-8.68e-06,-5.78e-05,4.79e-06,4.14e-05,-0.000172,-0.0012,0.207,0.00204,0.435,0,0,0,0,0,6.6e-05,7.72e-05,7.66e-05,6.52e-05,0.02,0.0194,0.00865,0.0944,0.0937,0.0356,3.71e-11,3.69e-11,1.44e-10,2.81e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
28490000,0.712,0.00273,0.00452,0.703,-2.74,-1.28,1.06,-5.04,-2.68,-370,-8.67e-06,-5.78e-05,4.74e-06,3.88e-05,-0.000166,-0.00119,0.207,0.00204,0.435,0,0,0,0,0,6.59e-05,7.75e-05,7.7e-05,6.49e-05,0.021,0.0206,0.00878,0.102,0.101,0.036,3.72e-11,3.7e-11,1.43e-10,2.81e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
28590000,0.711,0.000919,0.00101,0.703,-2.69,-1.25,0.962,-5.36,-2.79,-370,-9.15e-06,-5.77e-05,4.81e-06,1.76e-05,-0.000225,-0.00118,0.207,0.00204,0.435,0,0,0,0,0,6.55e-05,7.77e-05,7.71e-05,6.47e-05,0.0204,0.02,0.00886,0.104,0.103,0.0361,3.68e-11,3.65e-11,1.41e-10,2.8e-06,2.79e-06,5e-08,0,0,0,0,0,0,0,0
28690000,0.71,0.000219,9.44e-05,0.704,-2.62,-1.23,0.965,-5.62,-2.92,-370,-9.14e-06,-5.77e-05,4.74e-06,1.35e-05,-0.000215,-0.00118,0.207,0.00204,0.435,0,0,0,0,0,6.54e-05,7.79e-05,7.73e-05,6.46e-05,0.0215,0.0212,0.00895,0.112,0.111,0.0362,3.69e-11,3.66e-11,1.39e-10,2.8e-06,2.79e-06,5e-08,0,0,0,0,0,0,0,0
28790000,0.709,-6.87e-05,-0.00016,0.705,-2.58,-1.21,0.969,-5.94,-3.03,-370,-9.67e-06,-5.76e-05,4.67e-06,-1.15e-05,-0.000265,-0.00117,0.207,0.00204,0.435,0,0,0,0,0,6.51e-05,7.8e-05,7.74e-05,6.45e-05,0.0208,0.0206,0.00888,0.113,0.112,0.0359,3.64e-11,3.61e-11,1.38e-10,2.79e-06,2.77e-06,5e-08,0,0,0,0,0,0,0,0
28890000,0.709,-8.37e-05,6.09e-05,0.706,-2.51,-1.19,0.957,-6.19,-3.15,-370,-9.66e-06,-5.76e-05,4.63e-06,-1.59e-05,-0.000254,-0.00116,0.207,0.00204,0.435,0,0,0,0,0,6.5e-05,7.82e-05,7.75e-05,6.44e-05,0.0219,0.0218,0.00901,0.122,0.121,0.0364,3.65e-11,3.62e-11,1.36e-10,2.79e-06,2.77e-06,5e-08,0,0,0,0,0,0,0,0
28990000,0.708,0.000106,0.000498,0.706,-2.48,-1.17,0.951,-6.52,-3.26,-370,-1.04e-05,-5.75e-05,4.5e-06,-3.28e-05,-0.000316,-0.00115,0.207,0.00204,0.435,0,0,0,0,0,6.48e-05,7.83e-05,7.75e-05,6.43e-05,0.0212,0.0212,0.00894,0.123,0.122,0.0361,3.6e-11,3.56e-11,1.35e-10,2.78e-06,2.76e-06,5e-08,0,0,0,0,0,0,0,0
29090000,0.708,0.000262,0.000903,0.706,-2.42,-1.16,0.942,-6.77,-3.38,-369,-1.04e-05,-5.75e-05,4.42e-06,-3.76e-05,-0.000304,-0.00114,0.207,0.00204,0.435,0,0,0,0,0,6.47e-05,7.85e-05,7.76e-05,6.42e-05,0.0223,0.0224,0.00902,0.132,0.131,0.0362,3.61e-11,3.57e-11,1.33e-10,2.78e-06,2.76e-06,5e-08,0,0,0,0,0,0,0,0
29190000,0.708,0.000476,0.00132,0.706,-2.38,-1.14,0.935,-7.05,-3.48,-369,-1.08e-05,-5.74e-05,4.46e-06,-5.4e-05,-0.000323,-0.00113,0.207,0.00204,0.435,0,0,0,0,0,6.46e-05,7.86e-05,7.77e-05,6.41e-05,0.0216,0.0218,0.009,0.133,0.132,0.0363,3.56e-11,3.52e-11,1.32e-10,2.77e-06,2.74e-06,5e-08,0,0,0,0,0,0,0,0
29290000,0.708,0.000832,0.00217,0.706,-2.33,-1.13,0.96,-7.29,-3.6,-369,-1.08e-05,-5.74e-05,4.35e-06,-5.98e-05,-0.000309,-0.00113,0.207,0.00204,0.435,0,0,0,0,0,6.45e-05,7.88e-05,7.78e-05,6.4e-05,0.0227,0.023,0.00907,0.142,0.141,0.0364,3.57e-11,3.53e-11,1.31e-10,2.77e-06,2.74e-06,5e-08,0,0,0,0,0,0,0,0
29390000,0.708,0.00137,0.00367,0.706,-2.3,-1.12,0.969,-7.59,-3.71,-369,-1.13e-05,-5.74e-05,4.1e-06,-7.31e-05,-0.000334,-0.00112,0.207,0.00204,0.435,0,0,0,0,0,6.44e-05,7.89e-05,7.77e-05,6.38e-05,0.022,0.0223,0.009,0.143,0.142,0.0362,3.51e-11,3.47e-11,1.29e-10,2.76e-06,2.73e-06,5e-08,0,0,0,0,0,0,0,0
29490000,0.708,0.00188,0.0048,0.706,-2.25,-1.11,0.966,-7.81,-3.82,-369,-1.13e-05,-5.74e-05,4.07e-06,-7.75e-05,-0.000323,-0.00111,0.207,0.00204,0.435,0,0,0,0,0,6.44e-05,7.91e-05,7.78e-05,6.38e-05,0.0231,0.0235,0.00911,0.152,0.151,0.0366,3.52e-11,3.48e-11,1.28e-10,2.76e-06,2.73e-06,5e-08,0,0,0,0,0,0,0,0
29590000,0.708,0.00228,0.00592,0.706,-2.23,-1.09,0.956,-8.08,-3.92,-369,-1.16e-05,-5.73e-05,4e-06,-9.82e-05,-0.000322,-0.0011,0.207,0.00204,0.435,0,0,0,0,0,6.42e-05,7.92e-05,7.78e-05,6.36e-05,0.0223,0.0227,0.00903,0.152,0.152,0.0363,3.47e-11,3.43e-11,1.26e-10,2.76e-06,2.72e-06,5e-08,0,0,0,0,0,0,0,0
29690000,0.708,0.00257,0.00659,0.706,-2.18,-1.08,0.949,-8.3,-4.03,-369,-1.16e-05,-5.73e-05,3.9e-06,-0.000103,-0.000309,-0.0011,0.207,0.00204,0.435,0,0,0,0,0,6.41e-05,7.93e-05,7.79e-05,6.35e-05,0.0235,0.024,0.00909,0.163,0.162,0.0364,3.48e-11,3.44e-11,1.25e-10,2.76e-06,2.71e-06,5e-08,0,0,0,0,0,0,0,0
29790000,0.708,0.00287,0.00711,0.706,-2.17,-1.07,0.935,-8.57,-4.13,-369,-1.21e-05,-5.72e-05,3.88e-06,-0.000118,-0.000318,-0.00109,0.207,0.00204,0.435,0,0,0,0,0,6.41e-05,7.94e-05,7.78e-05,6.34e-05,0.0227,0.0231,0.00906,0.162,0.162,0.0365,3.43e-11,3.38e-11,1.24e-10,2.75e-06,2.7e-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]
283 28090000 0.708 0.0302 0.0579 0.703 -2.7 -1.25 -1.23 -3.87 -2.19 -370 -7.96e-06 -5.81e-05 4.98e-06 6.07e-05 -0.00017 -0.00121 0.207 0.00204 0.435 0 0 0 0 0 6.7e-05 7.69e-05 7.62e-05 6.62e-05 0.0211 0.0202 0.00839 0.0831 0.0825 0.0353 3.81e-11 3.8e-11 1.49e-10 2.82e-06 2.81e-06 5e-08 0 0 0 0 0 0 0 0
284 28190000 0.708 0.0353 0.0711 0.702 -2.76 -1.27 -0.952 -4.17 -2.3 -370 -8.23e-06 -5.79e-05 5.02e-06 5.75e-05 -0.000156 -0.00121 0.207 0.00204 0.435 0 0 0 0 0 6.68e-05 7.65e-05 7.58e-05 6.62e-05 0.0203 0.0195 0.00842 0.0852 0.0846 0.0354 3.75e-11 3.74e-11 1.47e-10 2.82e-06 2.81e-06 5e-08 0 0 0 0 0 0 0 0
285 28290000 0.709 0.0276 0.0541 0.702 -2.76 -1.28 -0.0896 -4.44 -2.43 -370 -8.23e-06 -5.79e-05 4.84e-06 5.62e-05 -0.00015 -0.0012 0.207 0.00204 0.435 0 0 0 0 0 6.66e-05 7.69e-05 7.61e-05 6.58e-05 0.0207 0.02 0.00855 0.0924 0.0917 0.0355 3.76e-11 3.75e-11 1.46e-10 2.82e-06 2.8e-06 5e-08 0 0 0 0 0 0 0 0
286 28390000 0.711 0.0116 0.0115 0.0227 0.0226 0.702 -2.78 -2.76 -1.28 -1.29 0.77 0.769 -4.76 -4.72 -2.55 -2.56 -370 -8.68e-06 -8.22e-06 -5.78e-05 -5.79e-05 4.79e-06 4.68e-06 4.14e-05 5.36e-05 -0.000172 -0.000142 -0.0012 0.207 0.00204 0.435 0 0 0 0 0 6.6e-05 6.63e-05 7.72e-05 7.73e-05 7.66e-05 7.67e-05 6.52e-05 6.53e-05 0.02 0.0216 0.0194 0.021 0.00865 0.0944 0.1 0.0937 0.0991 0.0356 3.71e-11 3.77e-11 3.69e-11 3.76e-11 1.44e-10 2.81e-06 2.8e-06 5e-08 0 0 0 0 0 0 0 0
287 28490000 0.712 0.00273 0.00262 0.00452 0.00443 0.703 -2.74 -2.71 -1.28 1.06 -5.04 -4.99 -2.68 -2.69 -370 -8.67e-06 -8.22e-06 -5.78e-05 -5.79e-05 4.74e-06 4.63e-06 3.88e-05 5.11e-05 -0.000166 -0.000136 -0.00119 0.207 0.00204 0.435 0 0 0 0 0 6.59e-05 6.61e-05 7.75e-05 7.76e-05 7.7e-05 6.49e-05 6.5e-05 0.021 0.0227 0.0206 0.0222 0.00878 0.102 0.108 0.101 0.107 0.036 3.72e-11 3.78e-11 3.7e-11 3.77e-11 1.43e-10 2.81e-06 2.8e-06 5e-08 0 0 0 0 0 0 0 0
288 28590000 0.711 0.000919 0.000848 0.00101 0.000917 0.703 0.704 -2.69 -2.64 -1.25 -1.26 0.962 0.959 -5.36 -5.26 -2.79 -2.82 -370 -9.15e-06 -8.21e-06 -5.77e-05 -5.79e-05 4.81e-06 4.62e-06 1.76e-05 4.74e-05 -0.000225 -0.000127 -0.00118 -0.00119 0.207 0.00204 0.435 0 0 0 0 0 6.55e-05 6.59e-05 7.77e-05 7.78e-05 7.71e-05 7.72e-05 6.47e-05 6.49e-05 0.0204 0.0239 0.02 0.0234 0.00886 0.00887 0.104 0.117 0.103 0.115 0.0361 3.68e-11 3.79e-11 3.65e-11 3.77e-11 1.41e-10 2.8e-06 2.81e-06 2.79e-06 2.8e-06 5e-08 0 0 0 0 0 0 0 0
289 28690000 0.71 0.000219 0.000143 9.44e-05 1.51e-06 0.704 0.705 -2.62 -2.56 -1.23 -1.25 0.965 0.962 -5.62 -5.52 -2.92 -2.94 -370 -9.14e-06 -8.2e-06 -5.77e-05 -5.79e-05 4.74e-06 4.56e-06 1.35e-05 4.33e-05 -0.000215 -0.000116 -0.00118 0.207 0.00204 0.435 0 0 0 0 0 6.54e-05 6.58e-05 7.79e-05 7.73e-05 7.74e-05 6.46e-05 6.48e-05 0.0215 0.0251 0.0212 0.0247 0.00895 0.00896 0.112 0.126 0.111 0.125 0.0362 3.69e-11 3.8e-11 3.66e-11 3.78e-11 1.39e-10 2.8e-06 2.81e-06 2.79e-06 2.8e-06 5e-08 0 0 0 0 0 0 0 0
290 28790000 0.709 -6.87e-05 -0.000139 -0.00016 -0.000243 0.705 -2.58 -2.53 -1.21 -1.22 0.969 0.967 -5.94 -5.85 -3.03 -3.05 -370 -9.67e-06 -8.9e-06 -5.76e-05 -5.77e-05 4.67e-06 4.52e-06 -1.15e-05 1.26e-05 -0.000265 -0.000185 -0.00117 0.207 0.00204 0.435 0 0 0 0 0 6.51e-05 6.55e-05 7.8e-05 7.81e-05 7.74e-05 6.45e-05 6.46e-05 0.0208 0.024 0.0206 0.0237 0.00888 0.00889 0.113 0.127 0.112 0.125 0.0359 3.64e-11 3.73e-11 3.61e-11 3.71e-11 1.38e-10 2.79e-06 2.8e-06 2.77e-06 2.78e-06 5e-08 0 0 0 0 0 0 0 0
291 28890000 0.709 0.708 -8.37e-05 -0.000158 6.09e-05 -2.47e-05 0.706 -2.51 -2.46 -1.19 -1.2 0.957 0.956 -6.19 -6.1 -3.15 -3.17 -370 -9.66e-06 -8.89e-06 -5.76e-05 -5.77e-05 4.63e-06 4.48e-06 -1.59e-05 8.28e-06 -0.000254 -0.000175 -0.00116 0.207 0.00204 0.435 0 0 0 0 0 6.5e-05 6.54e-05 7.82e-05 7.75e-05 7.76e-05 6.44e-05 6.46e-05 0.0219 0.0252 0.0218 0.025 0.00901 0.00902 0.122 0.136 0.121 0.135 0.0364 3.65e-11 3.74e-11 3.62e-11 3.72e-11 1.36e-10 2.79e-06 2.8e-06 2.77e-06 2.78e-06 5e-08 0 0 0 0 0 0 0 0
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View File

@ -180,6 +180,9 @@ void LoggedTopics::add_default_topics()
// add_optional_topic_multi("estimator_aid_src_airspeed", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_baro_hgt", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_ev_pos", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_ev_vel", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_ev_yaw", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_rng_hgt", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_fake_hgt", 100, MAX_ESTIMATOR_INSTANCES);
// add_optional_topic_multi("estimator_aid_src_fake_pos", 100, MAX_ESTIMATOR_INSTANCES);
@ -267,9 +270,14 @@ void LoggedTopics::add_default_topics()
add_optional_topic_multi("estimator_aid_src_rng_hgt", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_fake_hgt", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_fake_pos", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_gnss_yaw", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_gnss_vel", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_ev_hgt", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_ev_pos", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_ev_vel", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_ev_yaw", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_gnss_hgt", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_gnss_pos", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_gnss_vel", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_gnss_yaw", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_mag_heading", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_mag", 0, MAX_ESTIMATOR_INSTANCES);
add_optional_topic_multi("estimator_aid_src_ev_yaw", 0, MAX_ESTIMATOR_INSTANCES);