EKF2: only fuse zero innovation if yaw var is large

This commit is contained in:
bresch
2022-12-23 15:12:40 +01:00
committed by Daniel Agar
parent 40e3503c39
commit c75a9058a5
4 changed files with 31 additions and 16 deletions
-1
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@@ -360,7 +360,6 @@ struct parameters {
int32_t mag_fusion_type{0}; ///< integer used to specify the type of magnetometer fusion used
float mag_acc_gate{0.5f}; ///< when in auto select mode, heading fusion will be used when manoeuvre accel is lower than this (m/sec**2)
float mag_yaw_rate_gate{0.25f}; ///< yaw rate threshold used by mode select logic (rad/sec)
const float quat_max_variance{0.0001f}; ///< zero innovation yaw measurements will not be fused when the sum of quaternion variance is less than this
// GNSS heading fusion
float gps_heading_noise{0.1f}; ///< measurement noise standard deviation used for GNSS heading fusion (rad)
+3 -3
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@@ -666,9 +666,9 @@ private:
bool fuseMag(const Vector3f &mag, estimator_aid_source3d_s &aid_src_mag, bool update_all_states = true);
// update quaternion states and covariances using an innovation, observation variance and Jacobian vector
// innovation : prediction - measurement
// variance : observaton variance
bool fuseYaw(const float innovation, const float variance, estimator_aid_source1d_s &aid_src_status);
bool fuseYaw(float innovation, float variance, estimator_aid_source1d_s &aid_src_status);
bool fuseYaw(float innovation, float variance, estimator_aid_source1d_s &aid_src_status, const Vector24f &H_YAW);
void computeYawInnovVarAndH(float variance, float &innovation_variance, Vector24f &H_YAW) const;
// fuse the yaw angle obtained from a dual antenna GPS unit
void fuseGpsYaw();
+16 -7
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@@ -226,16 +226,15 @@ bool Ekf::fuseMag(const Vector3f &mag, estimator_aid_source3d_s &aid_src_mag, bo
// update quaternion states and covariances using the yaw innovation and yaw observation variance
bool Ekf::fuseYaw(const float innovation, const float variance, estimator_aid_source1d_s& aid_src_status)
{
aid_src_status.innovation = innovation;
Vector24f H_YAW;
computeYawInnovVarAndH(variance, aid_src_status.innovation_variance, H_YAW);
if (shouldUse321RotationSequence(_R_to_earth)) {
sym::ComputeYaw321InnovVarAndH(getStateAtFusionHorizonAsVector(), P, variance, FLT_EPSILON, &aid_src_status.innovation_variance, &H_YAW);
return fuseYaw(innovation, variance, aid_src_status, H_YAW);
}
} else {
sym::ComputeYaw312InnovVarAndH(getStateAtFusionHorizonAsVector(), P, variance, FLT_EPSILON, &aid_src_status.innovation_variance, &H_YAW);
}
bool Ekf::fuseYaw(const float innovation, const float variance, estimator_aid_source1d_s& aid_src_status, const Vector24f &H_YAW)
{
aid_src_status.innovation = innovation;
float heading_innov_var_inv = 0.f;
@@ -330,6 +329,16 @@ bool Ekf::fuseYaw(const float innovation, const float variance, estimator_aid_so
return false;
}
void Ekf::computeYawInnovVarAndH(float variance, float &innovation_variance, Vector24f &H_YAW) const
{
if (shouldUse321RotationSequence(_R_to_earth)) {
sym::ComputeYaw321InnovVarAndH(getStateAtFusionHorizonAsVector(), P, variance, FLT_EPSILON, &innovation_variance, &H_YAW);
} else {
sym::ComputeYaw312InnovVarAndH(getStateAtFusionHorizonAsVector(), P, variance, FLT_EPSILON, &innovation_variance, &H_YAW);
}
}
bool Ekf::fuseDeclination(float decl_sigma)
{
// observation variance (rad**2)
@@ -74,12 +74,19 @@ void Ekf::controlZeroInnovationHeadingUpdate()
} else {
// vehicle moving and tilt alignment completed
// fuse zero innovation at a limited rate (every 200 milliseconds)
// fuse zero innovation at a limited rate if the yaw variance is too large
if (!yaw_aiding && isTimedOut(_time_last_heading_fuse, (uint64_t)200'000)) {
float innovation = 0.f;
float obs_var = 0.01f;
estimator_aid_source1d_s unused;
fuseYaw(innovation, obs_var, unused);
float obs_var = 0.25f;
estimator_aid_source1d_s aid_src_status;
Vector24f H_YAW;
computeYawInnovVarAndH(obs_var, aid_src_status.innovation_variance, H_YAW);
if ((aid_src_status.innovation_variance - obs_var) > sq(_params.mag_heading_noise)) {
// The yaw variance is too large, fuse fake measurement
float innovation = 0.f;
fuseYaw(innovation, obs_var, aid_src_status, H_YAW);
}
}
_last_static_yaw = NAN;