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EKF2: Zero gyro update (#21691)
When at rest, directly fuse the gyro data as an observation of its bias. This allows to strongly observe the gyro biases without having to fuse a constant heading that makes the ekf too confident about its heading.
This commit is contained in:
Mathieu Bresciani
committed by
GitHub
GitHub
parent
c95539e8ce
commit
24de623989
@@ -89,6 +89,7 @@ list(APPEND EKF_SRCS
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EKF/output_predictor.cpp
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EKF/vel_pos_fusion.cpp
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EKF/zero_innovation_heading_update.cpp
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EKF/zero_gyro_update.cpp
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EKF/zero_velocity_update.cpp
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)
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@@ -54,6 +54,7 @@ list(APPEND EKF_SRCS
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output_predictor.cpp
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vel_pos_fusion.cpp
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zero_innovation_heading_update.cpp
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zero_gyro_update.cpp
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zero_velocity_update.cpp
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)
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@@ -139,6 +139,7 @@ void Ekf::controlFusionModes(const imuSample &imu_delayed)
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controlZeroInnovationHeadingUpdate();
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controlZeroVelocityUpdate();
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controlZeroGyroUpdate(imu_delayed);
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// Fake position measurement for constraining drift when no other velocity or position measurements
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controlFakePosFusion();
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@@ -567,6 +567,10 @@ private:
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Dcmf _R_to_earth{}; ///< transformation matrix from body frame to earth frame from last EKF prediction
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// zero gyro update
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Vector3f _zgup_delta_ang{};
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float _zgup_delta_ang_dt{0.f};
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// used by magnetometer fusion mode selection
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Vector2f _accel_lpf_NE{}; ///< Low pass filtered horizontal earth frame acceleration (m/sec**2)
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float _yaw_delta_ef{0.0f}; ///< Recent change in yaw angle measured about the earth frame D axis (rad)
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@@ -575,7 +579,6 @@ private:
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bool _yaw_angle_observable{false}; ///< true when there is enough horizontal acceleration to make yaw observable
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uint64_t _time_yaw_started{0}; ///< last system time in usec that a yaw rotation manoeuvre was detected
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uint64_t _mag_use_not_inhibit_us{0}; ///< last system time in usec before magnetometer use was inhibited
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float _last_static_yaw{NAN}; ///< last yaw angle recorded when on ground motion checks were passing (rad)
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bool _mag_yaw_reset_req{false}; ///< true when a reset of the yaw using the magnetometer data has been requested
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bool _mag_decl_cov_reset{false}; ///< true after the fuseDeclination() function has been used to modify the earth field covariances after a magnetic field reset event.
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@@ -1046,6 +1049,8 @@ private:
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void stopFakeHgtFusion();
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void controlZeroVelocityUpdate();
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void controlZeroGyroUpdate(const imuSample &imu_delayed);
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void fuseDeltaAngBias(float innov, float innov_var, int obs_index);
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void controlZeroInnovationHeadingUpdate();
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@@ -1155,8 +1155,6 @@ void Ekf::resetQuatStateYaw(float yaw, float yaw_variance)
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_state_reset_status.reset_count.quat++;
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_time_last_heading_fuse = _time_delayed_us;
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_last_static_yaw = NAN;
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}
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// Resets the main Nav EKf yaw to the estimator from the EKF-GSF yaw estimator
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@@ -150,8 +150,6 @@ void Ekf::controlMagFusion()
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_aid_src_mag_heading.time_last_fuse = _time_delayed_us;
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_time_last_heading_fuse = _time_delayed_us;
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_last_static_yaw = NAN;
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}
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}
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}
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@@ -0,0 +1,96 @@
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/****************************************************************************
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*
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* Copyright (c) 2023 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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*
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* 1. Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* 2. Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* 3. Neither the name PX4 nor the names of its contributors may be
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* used to endorse or promote products derived from this software
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* without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
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* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
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* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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*
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****************************************************************************/
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/**
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* @file zero_gyro_update.cpp
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* Control function for ekf zero gyro update
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*/
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#include "ekf.h"
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void Ekf::controlZeroGyroUpdate(const imuSample &imu_delayed)
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{
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if (!(_params.imu_ctrl & static_cast<int32_t>(ImuCtrl::GyroBias))) {
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return;
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}
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// When at rest, fuse the gyro data as a direct observation of the gyro bias
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if (_control_status.flags.vehicle_at_rest) {
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// Downsample gyro data to run the fusion at a lower rate
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_zgup_delta_ang += imu_delayed.delta_ang;
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_zgup_delta_ang_dt += imu_delayed.delta_ang_dt;
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static constexpr float zgup_dt = 0.2f;
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const bool zero_gyro_update_data_ready = _zgup_delta_ang_dt >= zgup_dt;
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if (zero_gyro_update_data_ready) {
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Vector3f delta_ang_scaled = _zgup_delta_ang / _zgup_delta_ang_dt * _dt_ekf_avg;
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Vector3f innovation = _state.delta_ang_bias - delta_ang_scaled;
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const float d_ang_sig = _dt_ekf_avg * math::constrain(_params.gyro_noise, 0.0f, 1.0f);
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//const float obs_var = sq(d_ang_sig) * (_dt_ekf_avg / _zgup_delta_ang_dt); // This is correct but too small for single precision
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const float obs_var = sq(d_ang_sig);
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Vector3f innov_var{
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P(10, 10) + obs_var,
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P(11, 11) + obs_var,
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P(12, 12) + obs_var};
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for (int i = 0; i < 3; i++) {
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fuseDeltaAngBias(innovation(i), innov_var(i), i);
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}
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// Reset the integrators
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_zgup_delta_ang.setZero();
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_zgup_delta_ang_dt = 0.f;
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}
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} else if (_control_status_prev.flags.vehicle_at_rest) {
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// Reset the integrators
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_zgup_delta_ang.setZero();
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_zgup_delta_ang_dt = 0.f;
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}
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}
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void Ekf::fuseDeltaAngBias(const float innov, const float innov_var, const int obs_index)
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{
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Vector24f K; // Kalman gain vector for any single observation - sequential fusion is used.
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const unsigned state_index = obs_index + 10;
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// calculate kalman gain K = PHS, where S = 1/innovation variance
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for (int row = 0; row < _k_num_states; row++) {
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K(row) = P(row, state_index) / innov_var;
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}
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measurementUpdate(K, innov_var, innov);
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}
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@@ -43,52 +43,23 @@ void Ekf::controlZeroInnovationHeadingUpdate()
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const bool yaw_aiding = _control_status.flags.mag_hdg || _control_status.flags.mag_3D
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|| _control_status.flags.ev_yaw || _control_status.flags.gps_yaw;
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if (!_control_status.flags.tilt_align) {
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// fuse zero heading innovation during the leveling fine alignment step to keep the yaw variance low
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float innovation = 0.f;
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float obs_var = _control_status.flags.vehicle_at_rest ? 0.001f : 0.1f;
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estimator_aid_source1d_s unused;
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fuseYaw(innovation, obs_var, unused);
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_time_last_heading_fuse = 0;
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_last_static_yaw = NAN;
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// fuse zero innovation at a limited rate if the yaw variance is too large
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if (_control_status.flags.tilt_align
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&& !yaw_aiding
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&& isTimedOut(_time_last_heading_fuse, (uint64_t)200'000)) {
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} else if (_control_status.flags.vehicle_at_rest) {
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// When at rest or no source of yaw aiding is active yaw fusion is run selectively to enable yaw gyro
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// bias learning when stationary on ground and to prevent uncontrolled yaw variance growth
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const float euler_yaw = getEulerYaw(_R_to_earth);
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// Use an observation variance larger than usual but small enough
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// to constrain the yaw variance just below the threshold
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float obs_var = 0.25f;
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estimator_aid_source1d_s aid_src_status;
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Vector24f H_YAW;
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if (PX4_ISFINITE(_last_static_yaw)) {
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// fuse last static yaw at a limited rate (every 200 milliseconds)
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if (!yaw_aiding && isTimedOut(_time_last_heading_fuse, (uint64_t)200'000)) {
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float innovation = wrap_pi(euler_yaw - _last_static_yaw);
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float obs_var = 0.01f;
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estimator_aid_source1d_s unused;
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fuseYaw(innovation, obs_var, unused);
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}
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computeYawInnovVarAndH(obs_var, aid_src_status.innovation_variance, H_YAW);
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} else {
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// record static yaw when transitioning to at rest
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_last_static_yaw = euler_yaw;
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if ((aid_src_status.innovation_variance - obs_var) > sq(_params.mag_heading_noise)) {
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// The yaw variance is too large, fuse fake measurement
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float innovation = 0.f;
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fuseYaw(innovation, obs_var, aid_src_status, H_YAW);
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}
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} else {
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// vehicle moving and tilt alignment completed
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// fuse zero innovation at a limited rate if the yaw variance is too large
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if (!yaw_aiding && isTimedOut(_time_last_heading_fuse, (uint64_t)200'000)) {
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float obs_var = 0.25f;
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estimator_aid_source1d_s aid_src_status;
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Vector24f H_YAW;
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computeYawInnovVarAndH(obs_var, aid_src_status.innovation_variance, H_YAW);
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if ((aid_src_status.innovation_variance - obs_var) > sq(_params.mag_heading_noise)) {
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// The yaw variance is too large, fuse fake measurement
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float innovation = 0.f;
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fuseYaw(innovation, obs_var, aid_src_status, H_YAW);
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}
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}
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_last_static_yaw = NAN;
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}
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}
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@@ -43,6 +43,7 @@ px4_add_unit_gtest(SRC test_EKF_basics.cpp LINKLIBS ecl_EKF ecl_sensor_sim)
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px4_add_unit_gtest(SRC test_EKF_covariance_prediction_generated.cpp LINKLIBS ecl_EKF ecl_test_helper)
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px4_add_unit_gtest(SRC test_EKF_externalVision.cpp LINKLIBS ecl_EKF ecl_sensor_sim ecl_test_helper)
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px4_add_unit_gtest(SRC test_EKF_flow.cpp LINKLIBS ecl_EKF ecl_sensor_sim ecl_test_helper)
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px4_add_unit_gtest(SRC test_EKF_gyroscope.cpp LINKLIBS ecl_EKF ecl_sensor_sim)
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px4_add_unit_gtest(SRC test_EKF_opt_flow_fusion_generated.cpp LINKLIBS ecl_EKF ecl_test_helper)
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px4_add_unit_gtest(SRC test_EKF_fusionLogic.cpp LINKLIBS ecl_EKF ecl_sensor_sim ecl_test_helper)
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px4_add_unit_gtest(SRC test_EKF_gps.cpp LINKLIBS ecl_EKF ecl_sensor_sim ecl_test_helper)
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@@ -1,391 +1,391 @@
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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]
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90000,1,-0.0096,-0.01,-0.02,-0.0004,0.0026,-0.026,-1.4e-05,0.00011,-0.0023,0,0,0,0,0,0,0.19,-4.7e-10,0.4,0,0,0,0,0,5.2e-07,0.0026,0.0026,0.0011,25,25,10,1e+02,1e+02,1e+02,1e-06,1e-06,9.9e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
|
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|
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|
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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17690000,0.71,0.00028,-0.013,0.71,0.0057,0.0012,0.0019,-0.003,-0.0023,-3.7e+02,-1.3e-05,-6.1e-05,3.5e-06,-1.7e-05,5.6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00014,0.00014,4.5e-05,0.037,0.037,0.017,0.052,0.052,0.048,7.7e-10,7.7e-10,8.3e-10,3.1e-06,3.1e-06,1.2e-07,0,0,0,0,0,0,0,0
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17790000,0.71,0.00019,-0.013,0.71,0.0082,0.0009,0.00058,-0.0019,-0.002,-3.7e+02,-1.3e-05,-6.1e-05,4.1e-06,-1.7e-05,5.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00013,0.00013,4.5e-05,0.033,0.033,0.016,0.045,0.045,0.048,7e-10,7e-10,8.1e-10,3.1e-06,3.1e-06,1.1e-07,0,0,0,0,0,0,0,0
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17890000,0.71,0.00019,-0.013,0.71,0.0097,0.00018,0.00068,-0.00099,-0.0019,-3.7e+02,-1.3e-05,-6.1e-05,4.4e-06,-1.7e-05,5.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00014,0.00014,4.5e-05,0.037,0.037,0.016,0.051,0.051,0.048,7e-10,7e-10,7.9e-10,3.1e-06,3.1e-06,1.1e-07,0,0,0,0,0,0,0,0
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17990000,0.71,0.00014,-0.013,0.71,0.011,-0.0016,0.0019,-0.00035,-0.0017,-3.7e+02,-1.3e-05,-6.1e-05,4.3e-06,-1.7e-05,5.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00013,0.00013,4.4e-05,0.032,0.032,0.016,0.045,0.045,0.047,6.4e-10,6.4e-10,7.8e-10,3e-06,3e-06,1e-07,0,0,0,0,0,0,0,0
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18090000,0.71,0.00014,-0.013,0.71,0.012,-0.0018,0.0043,0.00083,-0.0019,-3.7e+02,-1.3e-05,-6.1e-05,3.9e-06,-1.7e-05,5.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00013,0.00013,4.4e-05,0.036,0.036,0.016,0.051,0.051,0.047,6.4e-10,6.4e-10,7.6e-10,3e-06,3e-06,9.7e-08,0,0,0,0,0,0,0,0
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18190000,0.71,0.00011,-0.013,0.71,0.013,-0.00075,0.0056,0.0016,-0.0015,-3.7e+02,-1.3e-05,-6e-05,4.2e-06,-1.7e-05,5.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00013,0.00013,4.4e-05,0.032,0.032,0.015,0.045,0.045,0.047,5.8e-10,5.8e-10,7.4e-10,3e-06,3e-06,9.2e-08,0,0,0,0,0,0,0,0
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18290000,0.71,5e-05,-0.012,0.71,0.013,-0.0013,0.0068,0.0029,-0.0016,-3.7e+02,-1.3e-05,-6e-05,4e-06,-1.7e-05,5.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00013,0.00013,4.4e-05,0.035,0.035,0.015,0.051,0.051,0.046,5.8e-10,5.8e-10,7.3e-10,3e-06,3e-06,8.9e-08,0,0,0,0,0,0,0,0
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18390000,0.71,6.6e-05,-0.013,0.71,0.014,0.00032,0.008,0.0034,-0.0012,-3.7e+02,-1.3e-05,-6e-05,4.3e-06,-1.6e-05,5.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00012,4.3e-05,0.031,0.031,0.014,0.045,0.045,0.046,5.2e-10,5.2e-10,7.1e-10,3e-06,3e-06,8.4e-08,0,0,0,0,0,0,0,0
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18490000,0.71,8.1e-05,-0.013,0.71,0.015,0.00077,0.0076,0.0049,-0.0011,-3.7e+02,-1.3e-05,-6e-05,4.4e-06,-1.6e-05,5.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00013,0.00013,4.3e-05,0.034,0.034,0.014,0.051,0.051,0.046,5.2e-10,5.2e-10,7e-10,3e-06,3e-06,8.2e-08,0,0,0,0,0,0,0,0
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18590000,0.71,8.6e-05,-0.012,0.71,0.014,0.00095,0.0058,0.0037,-0.00098,-3.7e+02,-1.3e-05,-6e-05,4.8e-06,-1.6e-05,5.7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00012,4.3e-05,0.03,0.03,0.014,0.045,0.045,0.045,4.8e-10,4.8e-10,6.9e-10,3e-06,3e-06,7.8e-08,0,0,0,0,0,0,0,0
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18690000,0.71,5.5e-05,-0.012,0.71,0.014,0.00029,0.0039,0.0051,-0.00089,-3.7e+02,-1.3e-05,-6e-05,4.7e-06,-1.6e-05,5.7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00012,4.3e-05,0.033,0.033,0.013,0.051,0.051,0.045,4.8e-10,4.8e-10,6.7e-10,3e-06,3e-06,7.5e-08,0,0,0,0,0,0,0,0
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18790000,0.71,8.6e-05,-0.012,0.71,0.013,0.00054,0.0035,0.0039,-0.00071,-3.7e+02,-1.4e-05,-6e-05,4.6e-06,-1.6e-05,6.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00012,4.3e-05,0.03,0.03,0.013,0.045,0.045,0.045,4.3e-10,4.3e-10,6.6e-10,3e-06,3e-06,7.2e-08,0,0,0,0,0,0,0,0
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18890000,0.71,0.00011,-0.012,0.71,0.013,0.0011,0.0042,0.0052,-0.0006,-3.7e+02,-1.4e-05,-6e-05,4.9e-06,-1.6e-05,6.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00012,4.2e-05,0.033,0.033,0.013,0.051,0.051,0.045,4.3e-10,4.3e-10,6.5e-10,3e-06,3e-06,6.9e-08,0,0,0,0,0,0,0,0
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18990000,0.71,9.6e-05,-0.012,0.71,0.014,0.0019,0.0028,0.0065,-0.00051,-3.7e+02,-1.4e-05,-6e-05,5.1e-06,-1.6e-05,6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00011,4.2e-05,0.029,0.029,0.012,0.045,0.045,0.044,3.9e-10,3.9e-10,6.3e-10,2.9e-06,2.9e-06,6.6e-08,0,0,0,0,0,0,0,0
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19090000,0.71,8e-05,-0.012,0.71,0.015,0.0025,0.0058,0.008,-0.00026,-3.7e+02,-1.4e-05,-6e-05,5.1e-06,-1.6e-05,6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00012,0.00012,4.2e-05,0.032,0.032,0.012,0.051,0.051,0.044,3.9e-10,3.9e-10,6.2e-10,2.9e-06,2.9e-06,6.5e-08,0,0,0,0,0,0,0,0
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19190000,0.71,8.3e-05,-0.012,0.71,0.015,0.0025,0.0059,0.0087,-0.00026,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4.2e-05,0.028,0.028,0.012,0.045,0.045,0.044,3.6e-10,3.6e-10,6.1e-10,2.9e-06,2.9e-06,6.2e-08,0,0,0,0,0,0,0,0
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19290000,0.71,0.00011,-0.012,0.71,0.015,0.0018,0.0086,0.01,-3e-05,-3.7e+02,-1.4e-05,-6e-05,5.1e-06,-1.7e-05,6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4.1e-05,0.031,0.031,0.012,0.05,0.05,0.044,3.6e-10,3.6e-10,6e-10,2.9e-06,2.9e-06,6e-08,0,0,0,0,0,0,0,0
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||||
19390000,0.71,0.00012,-0.012,0.71,0.013,0.00079,0.012,0.0082,-9.2e-05,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4.1e-05,0.027,0.027,0.012,0.044,0.044,0.043,3.3e-10,3.3e-10,5.9e-10,2.9e-06,2.9e-06,5.8e-08,0,0,0,0,0,0,0,0
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19490000,0.71,0.00014,-0.012,0.71,0.012,0.0001,0.0088,0.0094,-5.1e-05,-3.7e+02,-1.4e-05,-6.1e-05,5.5e-06,-1.7e-05,6.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4.1e-05,0.03,0.03,0.011,0.05,0.05,0.043,3.3e-10,3.3e-10,5.7e-10,2.9e-06,2.9e-06,5.6e-08,0,0,0,0,0,0,0,0
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19590000,0.71,0.00019,-0.012,0.71,0.01,-0.00096,0.0081,0.0076,-0.00012,-3.7e+02,-1.4e-05,-6.1e-05,5.9e-06,-1.7e-05,6.7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4.1e-05,0.027,0.027,0.011,0.044,0.044,0.042,3e-10,3e-10,5.6e-10,2.9e-06,2.9e-06,5.4e-08,0,0,0,0,0,0,0,0
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19690000,0.71,0.00019,-0.012,0.71,0.01,-0.0031,0.0096,0.0086,-0.00033,-3.7e+02,-1.4e-05,-6.1e-05,5.7e-06,-1.7e-05,6.7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4e-05,0.029,0.029,0.011,0.05,0.05,0.042,3e-10,3e-10,5.5e-10,2.9e-06,2.9e-06,5.2e-08,0,0,0,0,0,0,0,0
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||||
19790000,0.71,0.00026,-0.012,0.71,0.008,-0.004,0.01,0.007,-0.00026,-3.7e+02,-1.4e-05,-6e-05,5.7e-06,-1.7e-05,7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4e-05,0.026,0.026,0.011,0.044,0.044,0.042,2.7e-10,2.7e-10,5.4e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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||||
19890000,0.71,0.00021,-0.012,0.71,0.0068,-0.0043,0.011,0.0077,-0.00069,-3.7e+02,-1.4e-05,-6.1e-05,6.1e-06,-1.7e-05,7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.00011,0.00011,4e-05,0.029,0.029,0.011,0.05,0.05,0.042,2.7e-10,2.7e-10,5.3e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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||||
19990000,0.71,0.00019,-0.012,0.71,0.0043,-0.005,0.014,0.0063,-0.00059,-3.7e+02,-1.4e-05,-6e-05,6.6e-06,-1.6e-05,7.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.0001,0.0001,4e-05,0.026,0.026,0.01,0.044,0.044,0.041,2.5e-10,2.5e-10,5.2e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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||||
20090000,0.71,0.00019,-0.012,0.71,0.0041,-0.0069,0.014,0.0067,-0.0012,-3.7e+02,-1.4e-05,-6e-05,7e-06,-1.6e-05,7.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.0001,0.0001,4e-05,0.028,0.028,0.01,0.049,0.049,0.042,2.5e-10,2.5e-10,5.1e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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||||
20190000,0.71,0.00029,-0.012,0.71,0.0017,-0.0077,0.017,0.0044,-0.00092,-3.7e+02,-1.4e-05,-6e-05,7.2e-06,-1.5e-05,7.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.0001,0.0001,3.9e-05,0.025,0.025,0.01,0.044,0.044,0.041,2.3e-10,2.3e-10,5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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||||
20290000,0.71,0.00025,-0.012,0.71,0.00061,-0.0092,0.015,0.0045,-0.0018,-3.7e+02,-1.4e-05,-6e-05,7.4e-06,-1.5e-05,7.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.0001,0.0001,3.9e-05,0.027,0.027,0.0099,0.049,0.049,0.041,2.3e-10,2.3e-10,4.9e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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||||
20390000,0.71,0.00027,-0.012,0.71,-0.0019,-0.0098,0.017,0.0026,-0.0014,-3.7e+02,-1.4e-05,-6e-05,7.4e-06,-1.3e-05,7.6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.00011,0.0001,0.0001,3.9e-05,0.024,0.024,0.0097,0.044,0.044,0.041,2.1e-10,2.1e-10,4.8e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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19490000,0.71,0.00014,-0.012,0.71,0.012,0.00011,0.0088,0.0094,-4.9e-05,-3.7e+02,-1.4e-05,-6.1e-05,6.1e-06,-1.7e-05,6.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.0038,0.00011,0.00011,4.5e-05,0.03,0.03,0.011,0.05,0.05,0.043,3.3e-10,3.3e-10,6.7e-10,2.9e-06,2.9e-06,5.6e-08,0,0,0,0,0,0,0,0
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19590000,0.71,0.00019,-0.012,0.71,0.01,-0.00096,0.0081,0.0076,-0.00011,-3.7e+02,-1.4e-05,-6.1e-05,6.5e-06,-1.7e-05,6.7e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,0.0038,0.00011,0.00011,4.5e-05,0.027,0.027,0.011,0.044,0.044,0.042,3e-10,3e-10,6.5e-10,2.9e-06,2.9e-06,5.4e-08,0,0,0,0,0,0,0,0
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@@ -1,351 +1,351 @@
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||||
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]
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19190000,0.98,-0.0069,-0.011,0.19,-0.00064,-0.0059,0.022,0.0049,-0.0025,0.021,-1.5e-05,-6e-05,4.2e-06,0.00011,4.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,0.00018,0.00011,0.00011,9.4e-05,0.028,0.028,0.0086,0.045,0.045,0.036,3.6e-10,3.6e-10,6.8e-10,2.9e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
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19390000,0.98,-0.0069,-0.011,0.19,-0.002,-0.0022,0.024,0.0041,-0.0012,0.019,-1.5e-05,-6e-05,3.9e-06,0.00011,4.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,0.00018,0.00011,0.00011,9.2e-05,0.028,0.028,0.0086,0.045,0.045,0.036,3.3e-10,3.3e-10,6.5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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19490000,0.98,-0.0069,-0.011,0.19,-0.0028,-0.0022,0.023,0.0039,-0.0014,0.019,-1.5e-05,-6e-05,3.6e-06,0.00011,4e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,0.00018,0.00011,0.00011,9.2e-05,0.03,0.03,0.0087,0.05,0.05,0.036,3.3e-10,3.3e-10,6.4e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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19790000,0.98,-0.007,-0.011,0.19,-0.0056,-0.0022,0.022,0.0064,-0.0023,0.014,-1.5e-05,-6e-05,3.3e-06,0.00012,3.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,0.00018,0.00011,0.0001,9e-05,0.026,0.026,0.0086,0.044,0.044,0.036,2.8e-10,2.8e-10,6e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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20090000,0.98,-0.0071,-0.011,0.19,-0.0048,-0.0042,0.019,0.0056,-0.0012,0.013,-1.5e-05,-5.9e-05,3.1e-06,0.00013,3.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,0.00018,0.00011,0.0001,8.8e-05,0.028,0.028,0.0086,0.05,0.05,0.036,2.5e-10,2.5e-10,5.6e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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20190000,0.98,-0.0071,-0.011,0.19,-0.0038,-0.0016,0.02,0.0066,-0.00091,0.013,-1.5e-05,-5.9e-05,2.9e-06,0.00013,3.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,0.00018,0.0001,0.0001,8.7e-05,0.025,0.025,0.0085,0.044,0.044,0.036,2.3e-10,2.3e-10,5.5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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|
||||
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|
||||
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|
||||
32890000,0.98,-0.0091,-0.013,0.18,0.033,-0.083,-0.13,0.038,0.0021,-0.011,-1.4e-05,-5.7e-05,2.3e-06,0.00026,-0.00013,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,7.6e-05,7.5e-05,4.9e-05,0.023,0.023,0.007,0.041,0.041,0.035,2.7e-11,2.7e-11,9.5e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
32990000,0.98,-0.0089,-0.013,0.18,0.03,-0.08,-0.13,0.045,-0.001,-0.024,-1.4e-05,-5.6e-05,2.4e-06,0.00026,-0.00013,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,7.2e-05,7.1e-05,4.9e-05,0.024,0.024,0.0067,0.038,0.038,0.035,2.7e-11,2.7e-11,9.4e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33090000,0.98,-0.0088,-0.013,0.18,0.026,-0.083,-0.12,0.048,-0.0091,-0.031,-1.4e-05,-5.6e-05,2.4e-06,0.00026,-0.00013,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,7.2e-05,7.1e-05,4.9e-05,0.028,0.029,0.0066,0.042,0.042,0.035,2.7e-11,2.7e-11,9.3e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33190000,0.98,-0.0085,-0.013,0.18,0.022,-0.079,-0.12,0.054,-0.011,-0.037,-1.4e-05,-5.6e-05,2.3e-06,0.00026,-0.00014,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,6.6e-05,6.6e-05,4.9e-05,0.029,0.029,0.0064,0.038,0.038,0.035,2.6e-11,2.6e-11,9.2e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33290000,0.98,-0.0086,-0.013,0.18,0.019,-0.08,-0.12,0.056,-0.019,-0.045,-1.4e-05,-5.6e-05,2.4e-06,0.00026,-0.00014,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,6.7e-05,6.6e-05,4.9e-05,0.035,0.035,0.0063,0.043,0.043,0.034,2.6e-11,2.6e-11,9.1e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33390000,0.98,-0.0081,-0.013,0.18,0.014,-0.066,-0.12,0.059,-0.014,-0.053,-1.4e-05,-5.6e-05,2.4e-06,0.00025,-0.00016,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,6e-05,5.9e-05,4.9e-05,0.035,0.035,0.0062,0.039,0.039,0.034,2.6e-11,2.6e-11,9.1e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33490000,0.98,-0.0081,-0.013,0.18,0.0094,-0.067,-0.12,0.06,-0.021,-0.063,-1.4e-05,-5.6e-05,2.4e-06,0.00025,-0.00016,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,6e-05,5.9e-05,4.9e-05,0.042,0.042,0.0061,0.044,0.044,0.034,2.6e-11,2.6e-11,9e-11,2.7e-06,2.7e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33590000,0.98,-0.0077,-0.013,0.18,0.0055,-0.058,-0.11,0.063,-0.017,-0.069,-1.4e-05,-5.6e-05,2.5e-06,0.00025,-0.00018,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,5.3e-05,5.2e-05,4.8e-05,0.04,0.041,0.006,0.04,0.04,0.034,2.6e-11,2.6e-11,8.9e-11,2.6e-06,2.6e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33690000,0.98,-0.0077,-0.013,0.18,0.00081,-0.058,-0.11,0.063,-0.023,-0.077,-1.4e-05,-5.6e-05,2.5e-06,0.00025,-0.00018,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,5.3e-05,5.2e-05,4.8e-05,0.048,0.048,0.0059,0.046,0.046,0.034,2.6e-11,2.6e-11,8.8e-11,2.6e-06,2.6e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33790000,0.98,-0.0075,-0.013,0.18,-0.0024,-0.048,-0.11,0.067,-0.018,-0.083,-1.4e-05,-5.6e-05,2.4e-06,0.00023,-0.00021,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,4.6e-05,4.6e-05,4.8e-05,0.044,0.045,0.0059,0.041,0.041,0.034,2.6e-11,2.6e-11,8.7e-11,2.5e-06,2.6e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33890000,0.98,-0.0075,-0.013,0.18,-0.0066,-0.046,-0.11,0.066,-0.023,-0.09,-1.4e-05,-5.6e-05,2.5e-06,0.00023,-0.00021,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,4.7e-05,4.6e-05,4.8e-05,0.052,0.052,0.0058,0.047,0.047,0.033,2.6e-11,2.6e-11,8.7e-11,2.5e-06,2.6e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33990000,0.98,-0.0072,-0.013,0.18,-0.0062,-0.031,-0.1,0.069,-0.015,-0.092,-1.4e-05,-5.6e-05,2.4e-06,0.00021,-0.00024,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,4.1e-05,4.1e-05,4.8e-05,0.047,0.047,0.0058,0.042,0.042,0.033,2.6e-11,2.6e-11,8.6e-11,2.5e-06,2.5e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34090000,0.98,-0.0072,-0.013,0.18,-0.011,-0.031,-0.1,0.069,-0.018,-0.096,-1.4e-05,-5.6e-05,2.4e-06,0.00021,-0.00024,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,4.1e-05,4.1e-05,4.8e-05,0.054,0.054,0.0058,0.049,0.049,0.033,2.6e-11,2.6e-11,8.5e-11,2.5e-06,2.5e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34190000,0.98,-0.0071,-0.013,0.18,-0.011,-0.021,-0.098,0.072,-0.013,-0.099,-1.4e-05,-5.6e-05,2.4e-06,0.00019,-0.00026,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,3.7e-05,3.6e-05,4.8e-05,0.047,0.048,0.0058,0.043,0.043,0.033,2.6e-11,2.6e-11,8.5e-11,2.4e-06,2.4e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34290000,0.98,-0.0069,-0.013,0.18,-0.012,-0.02,-0.097,0.071,-0.015,-0.1,-1.4e-05,-5.6e-05,2.4e-06,0.00019,-0.00026,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,3.7e-05,3.6e-05,4.7e-05,0.054,0.055,0.0058,0.05,0.05,0.033,2.6e-11,2.6e-11,8.4e-11,2.4e-06,2.4e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34390000,0.98,-0.0068,-0.013,0.18,-0.013,-0.01,-0.092,0.072,-0.01,-0.11,-1.4e-05,-5.6e-05,2.4e-06,0.00018,-0.00027,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,3.3e-05,3.3e-05,4.7e-05,0.047,0.047,0.0058,0.044,0.044,0.033,2.6e-11,2.6e-11,8.3e-11,2.3e-06,2.3e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34490000,0.98,-0.0069,-0.013,0.18,-0.016,-0.0096,-0.09,0.071,-0.011,-0.11,-1.4e-05,-5.6e-05,2.4e-06,0.00017,-0.00027,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,3.3e-05,3.3e-05,4.7e-05,0.053,0.053,0.0059,0.051,0.051,0.032,2.6e-11,2.6e-11,8.3e-11,2.3e-06,2.3e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34590000,0.98,-0.0068,-0.013,0.18,-0.014,-0.0053,0.71,0.073,-0.0089,-0.081,-1.4e-05,-5.6e-05,2.4e-06,0.00016,-0.00027,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,3.1e-05,3.1e-05,4.7e-05,0.044,0.044,0.0059,0.045,0.045,0.032,2.6e-11,2.6e-11,8.2e-11,2.2e-06,2.2e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34690000,0.98,-0.0068,-0.012,0.18,-0.017,-0.0032,1.7,0.071,-0.0093,0.037,-1.4e-05,-5.6e-05,2.3e-06,0.00016,-0.00027,-0.0011,0.2,0.002,0.43,0,0,0,0,0,0.00017,3.1e-05,3.1e-05,4.7e-05,0.047,0.047,0.006,0.052,0.052,0.032,2.6e-11,2.6e-11,8.1e-11,2.2e-06,2.2e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34790000,0.98,-0.0068,-0.012,0.18,-0.019,0.0014,2.7,0.072,-0.0069,0.21,-1.4e-05,-5.6e-05,2.3e-06,0.00018,-0.00029,-0.001,0.2,0.002,0.43,0,0,0,0,0,0.00017,2.9e-05,2.9e-05,4.7e-05,0.04,0.04,0.0061,0.045,0.045,0.032,2.6e-11,2.6e-11,8.1e-11,2e-06,2e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34890000,0.98,-0.0068,-0.012,0.18,-0.022,0.0038,3.6,0.07,-0.0065,0.5,-1.4e-05,-5.6e-05,2.3e-06,0.00018,-0.00029,-0.001,0.2,0.002,0.43,0,0,0,0,0,0.00017,2.9e-05,2.9e-05,4.7e-05,0.043,0.043,0.0061,0.052,0.052,0.032,2.6e-11,2.6e-11,8e-11,2e-06,2e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
|
||||
|
@@ -335,6 +335,6 @@ TEST_F(EkfGpsHeadingTest, stopOnGround)
|
||||
_sensor_simulator.runSeconds(20.0);
|
||||
const matrix::Vector4f quat_variance_after = _ekf_wrapper.getQuaternionVariance();
|
||||
|
||||
// THEN: the yaw variance is constrained by fusing constant data
|
||||
EXPECT_LT(quat_variance_after(3), quat_variance_before(3));
|
||||
// THEN: the yaw variance increases
|
||||
EXPECT_GT(quat_variance_after(3), quat_variance_before(3));
|
||||
}
|
||||
|
||||
@@ -0,0 +1,112 @@
|
||||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2023 PX4 Development Team. All rights reserved.
|
||||
*
|
||||
* Redistribution and use in source and binary forms, with or without
|
||||
* modification, are permitted provided that the following conditions
|
||||
* are met:
|
||||
*
|
||||
* 1. Redistributions of source code must retain the above copyright
|
||||
* notice, this list of conditions and the following disclaimer.
|
||||
* 2. Redistributions in binary form must reproduce the above copyright
|
||||
* notice, this list of conditions and the following disclaimer in
|
||||
* the documentation and/or other materials provided with the
|
||||
* distribution.
|
||||
* 3. Neither the name PX4 nor the names of its contributors may be
|
||||
* used to endorse or promote products derived from this software
|
||||
* without specific prior written permission.
|
||||
*
|
||||
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
|
||||
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
|
||||
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
|
||||
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
|
||||
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
|
||||
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
|
||||
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
|
||||
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
|
||||
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
|
||||
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
|
||||
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
|
||||
* POSSIBILITY OF SUCH DAMAGE.
|
||||
*
|
||||
****************************************************************************/
|
||||
|
||||
/**
|
||||
* Gyro-related tests (bias convergence, ...)
|
||||
*/
|
||||
|
||||
#include <gtest/gtest.h>
|
||||
#include "EKF/ekf.h"
|
||||
#include "sensor_simulator/sensor_simulator.h"
|
||||
#include "sensor_simulator/ekf_wrapper.h"
|
||||
#include "test_helper/reset_logging_checker.h"
|
||||
|
||||
|
||||
class EkfGyroscopeTest : public ::testing::Test
|
||||
{
|
||||
public:
|
||||
|
||||
EkfGyroscopeTest(): ::testing::Test(),
|
||||
_ekf{std::make_shared<Ekf>()},
|
||||
_sensor_simulator(_ekf),
|
||||
_ekf_wrapper(_ekf) {};
|
||||
|
||||
std::shared_ptr<Ekf> _ekf;
|
||||
SensorSimulator _sensor_simulator;
|
||||
EkfWrapper _ekf_wrapper;
|
||||
|
||||
// Setup the Ekf with synthetic measurements
|
||||
void SetUp() override
|
||||
{
|
||||
// run briefly to init, then manually set in air and at rest (default for a real vehicle)
|
||||
_ekf->init(0);
|
||||
_sensor_simulator.runSeconds(0.1);
|
||||
_ekf->set_in_air_status(false);
|
||||
_ekf->set_vehicle_at_rest(true);
|
||||
}
|
||||
|
||||
// Use this method to clean up any memory, network etc. after each test
|
||||
void TearDown() override
|
||||
{
|
||||
}
|
||||
|
||||
void testBias(const Vector3f &bias, float duration, float tolerance);
|
||||
};
|
||||
|
||||
void EkfGyroscopeTest::testBias(const Vector3f &bias, float duration, float tolerance)
|
||||
{
|
||||
_sensor_simulator._imu.setGyroData(bias);
|
||||
_sensor_simulator.runSeconds(duration);
|
||||
|
||||
const Vector3f estimated_bias = _ekf->getGyroBias();
|
||||
EXPECT_TRUE(matrix::isEqual(estimated_bias, bias,
|
||||
tolerance)) << estimated_bias - bias;
|
||||
}
|
||||
|
||||
TEST_F(EkfGyroscopeTest, biasEstimateZero)
|
||||
{
|
||||
testBias(Vector3f(), 10, 0.f);
|
||||
}
|
||||
|
||||
TEST_F(EkfGyroscopeTest, biasEstimatePositive)
|
||||
{
|
||||
// The estimate should track a slowly changing bias
|
||||
const float biases[4] = {0.001f, 0.002f, 0.0035f, 0.005f};
|
||||
Vector3f bias;
|
||||
|
||||
for (int i = 0; i < 4; i ++) {
|
||||
bias.setAll(biases[i]);
|
||||
testBias(bias, 30, 0.0008f);
|
||||
}
|
||||
}
|
||||
|
||||
TEST_F(EkfGyroscopeTest, biasEstimateNegative)
|
||||
{
|
||||
const float biases[4] = {-0.001f, -0.002f, -0.0035, -0.005f};
|
||||
Vector3f bias;
|
||||
|
||||
for (int i = 0; i < 4; i ++) {
|
||||
bias.setAll(biases[i]);
|
||||
testBias(bias, 30, 0.0008f);
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user