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29 Commits
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| 9ee4bf9bf5 | |||
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| d71d6568e5 | |||
| e898e29af3 | |||
| e7621649bc | |||
| 2916ae4030 | |||
| dedecce39f |
@@ -16,6 +16,7 @@ bool starting_vision_pos_fusion # 9 - true when the filter starts using
|
||||
bool starting_vision_vel_fusion # 10 - true when the filter starts using vision system velocity measurements to correct the state estimates
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||||
bool starting_vision_yaw_fusion # 11 - true when the filter starts using vision system yaw measurements to correct the state estimates
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||||
bool yaw_aligned_to_imu_gps # 12 - true when the filter resets the yaw to an estimate derived from IMU and GPS data
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||||
bool yaw_aligned_to_param # 13 - true when the filter resets the yaw to initial heading parameter
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# warning events
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uint32 warning_event_changes # number of warning event changes
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||||
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@@ -3,6 +3,7 @@ uint64 timestamp_sample # the timestamp of the raw data (microseconds)
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||||
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float32 yaw_composite # composite yaw from GSF (rad)
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float32 yaw_variance # composite yaw variance from GSF (rad^2)
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bool yaw_composite_valid
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float32[5] yaw # yaw estimate for each model in the filter bank (rad)
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float32[5] innov_vn # North velocity innovation for each model in the filter bank (m/s)
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@@ -71,6 +71,7 @@ px4_add_module(
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EKF/terrain_estimator.cpp
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EKF/utils.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_velocity_update.cpp
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EKF2.cpp
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@@ -56,6 +56,7 @@ add_library(ecl_EKF
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terrain_estimator.cpp
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utils.cpp
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vel_pos_fusion.cpp
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zero_innovation_heading_update.cpp
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zero_velocity_update.cpp
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)
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@@ -1,3 +1,36 @@
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||||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2020-2022 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.
|
||||
*
|
||||
****************************************************************************/
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||||
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#include "EKFGSF_yaw.h"
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#include <cstdlib>
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@@ -23,7 +56,6 @@ void EKFGSF_yaw::update(const imuSample &imu_sample,
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_delta_vel = imu_sample.delta_vel;
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_delta_ang_dt = imu_sample.delta_ang_dt;
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_delta_vel_dt = imu_sample.delta_vel_dt;
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_run_ekf_gsf = run_EKF;
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_true_airspeed = airspeed;
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// to reduce effect of vibration, filter using an LPF whose time constant is 1/10 of the AHRS tilt correction time constant
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@@ -60,7 +92,7 @@ void EKFGSF_yaw::update(const imuSample &imu_sample,
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}
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// The 3-state EKF models only run when flying to avoid corrupted estimates due to operator handling and GPS interference
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if (_run_ekf_gsf && _vel_data_updated) {
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if (run_EKF && _vel_data_updated) {
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if (!_ekf_gsf_vel_fuse_started) {
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initialiseEKFGSF();
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ahrsAlignYaw();
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@@ -111,7 +143,7 @@ void EKFGSF_yaw::update(const imuSample &imu_sample,
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}
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}
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} else if (_ekf_gsf_vel_fuse_started && !_run_ekf_gsf) {
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} else if (_ekf_gsf_vel_fuse_started && !run_EKF) {
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// wait to fly again
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_ekf_gsf_vel_fuse_started = false;
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}
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||||
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||||
@@ -1,3 +1,36 @@
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||||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2020-2022 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.
|
||||
*
|
||||
****************************************************************************/
|
||||
|
||||
#ifndef EKF_EKFGSF_YAW_H
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#define EKF_EKFGSF_YAW_H
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@@ -108,7 +141,6 @@ private:
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} _ekf_gsf[N_MODELS_EKFGSF] {};
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||||
|
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bool _vel_data_updated{}; // true when velocity data has been updated
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bool _run_ekf_gsf{}; // true when operating condition is suitable for to run the GSF and EKF models and fuse velocity data
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||||
Vector2f _vel_NE{}; // NE velocity observations (m/s)
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float _vel_accuracy{}; // 1-sigma accuracy of velocity observations (m/s)
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bool _ekf_gsf_vel_fuse_started{}; // true when the EKF's have started fusing velocity data and the prediction and update processing is active
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||||
|
||||
@@ -270,6 +270,7 @@ struct parameters {
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||||
float gnd_effect_max_hgt{0.5f}; ///< Height above ground at which baro ground effect becomes insignificant (m)
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||||
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||||
// magnetometer fusion
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float heading_init_deg{0.f}; ///< initial heading to use when no yaw aiding source is available
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||||
float mag_heading_noise{3.0e-1f}; ///< measurement noise used for simple heading fusion (rad)
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float mag_noise{5.0e-2f}; ///< measurement noise used for 3-axis magnetoemeter fusion (Gauss)
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float mag_declination_deg{0.0f}; ///< magnetic declination (degrees)
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@@ -382,7 +383,7 @@ struct parameters {
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float EKFGSF_tas_default{15.0f}; ///< default airspeed value assumed during fixed wing flight if no airspeed measurement available (m/s)
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const unsigned EKFGSF_reset_delay{1000000}; ///< Number of uSec of bad innovations on main filter in immediate post-takeoff phase before yaw is reset to EKF-GSF value
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const float EKFGSF_yaw_err_max{0.262f}; ///< Composite yaw 1-sigma uncertainty threshold used to check for convergence (rad)
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const unsigned EKFGSF_reset_count_limit{3}; ///< Maximum number of times the yaw can be reset to the EKF-GSF yaw estimator value
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const unsigned EKFGSF_reset_count_limit{5}; ///< Maximum number of times the yaw can be reset to the EKF-GSF yaw estimator value
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};
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struct stateSample {
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@@ -540,6 +541,7 @@ union information_event_status_u {
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bool starting_vision_vel_fusion : 1; ///< 10 - true when the filter starts using vision system velocity measurements to correct the state estimates
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bool starting_vision_yaw_fusion : 1; ///< 11 - true when the filter starts using vision system yaw measurements to correct the state estimates
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bool yaw_aligned_to_imu_gps : 1; ///< 12 - true when the filter resets the yaw to an estimate derived from IMU and GPS data
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bool yaw_aligned_to_param : 1; ///< 13 - true when the filter resets the yaw to initial heading parameter
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} flags;
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uint32_t value;
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};
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@@ -56,6 +56,11 @@ void Ekf::controlFusionModes()
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// Once the tilt variances have reduced to equivalent of 3deg uncertainty
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// and declare the tilt alignment complete
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if ((angle_err_var_vec(0) + angle_err_var_vec(1)) < sq(math::radians(3.0f))) {
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if (!yawAidingAvailable()) {
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resetYawToParameter();
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}
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_control_status.flags.tilt_align = true;
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// send alignment status message to the console
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@@ -181,6 +186,8 @@ void Ekf::controlFusionModes()
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// Additional horizontal velocity data from an auxiliary sensor can be fused
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controlAuxVelFusion();
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controlZeroInnovationHeadingUpdate();
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controlZeroVelocityUpdate();
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// Fake position measurement for constraining drift when no other velocity or position measurements
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@@ -201,7 +208,9 @@ void Ekf::controlExternalVisionFusion()
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reset = true;
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}
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if (_inhibit_ev_yaw_use) {
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bool inhibit_ev_yaw_use = _control_status.flags.gps || _control_status.flags.gps_yaw;
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|
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if (inhibit_ev_yaw_use) {
|
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stopEvYawFusion();
|
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}
|
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|
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@@ -232,7 +241,7 @@ void Ekf::controlExternalVisionFusion()
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}
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// external vision yaw aiding selection logic
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if (!_inhibit_ev_yaw_use && (_params.fusion_mode & MASK_USE_EVYAW) && !_control_status.flags.ev_yaw
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if (!inhibit_ev_yaw_use && (_params.fusion_mode & MASK_USE_EVYAW) && !_control_status.flags.ev_yaw
|
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&& _control_status.flags.tilt_align) {
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|
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// don't start using EV data unless data is arriving frequently
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@@ -355,14 +364,11 @@ void Ekf::controlExternalVisionFusion()
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resetYawToEv();
|
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}
|
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if (shouldUse321RotationSequence(_R_to_earth)) {
|
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float measured_hdg = getEuler321Yaw(_ev_sample_delayed.quat);
|
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fuseYaw321(measured_hdg, _ev_sample_delayed.angVar);
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float measured_hdg = shouldUse321RotationSequence(_R_to_earth) ? getEuler321Yaw(_ev_sample_delayed.quat) : getEuler312Yaw(_ev_sample_delayed.quat);
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|
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} else {
|
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float measured_hdg = getEuler312Yaw(_ev_sample_delayed.quat);
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fuseYaw312(measured_hdg, _ev_sample_delayed.angVar);
|
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}
|
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float innovation = wrap_pi(getEulerYaw(_R_to_earth) - measured_hdg);
|
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float obs_var = fmaxf(_ev_sample_delayed.angVar, 1.e-4f);
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fuseYaw(innovation, obs_var);
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}
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|
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// record observation and estimate for use next time
|
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@@ -1046,13 +1052,12 @@ void Ekf::controlBetaFusion()
|
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void Ekf::controlDragFusion()
|
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{
|
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if ((_params.fusion_mode & MASK_USE_DRAG) && _drag_buffer &&
|
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!_using_synthetic_position && _control_status.flags.in_air && !_mag_inhibit_yaw_reset_req) {
|
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!_using_synthetic_position && _control_status.flags.in_air) {
|
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|
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if (!_control_status.flags.wind) {
|
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// reset the wind states and covariances when starting drag accel fusion
|
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_control_status.flags.wind = true;
|
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resetWind();
|
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|
||||
}
|
||||
|
||||
|
||||
|
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@@ -1021,7 +1021,8 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
|
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|
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// magnetic field states
|
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if (!_control_status.flags.mag_3D) {
|
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zeroMagCov();
|
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P.uncorrelateCovarianceSetVariance<3>(16, 0.0f);
|
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P.uncorrelateCovarianceSetVariance<3>(19, 0.0f);
|
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|
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} else {
|
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// constrain variances
|
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@@ -1101,29 +1102,13 @@ void Ekf::resetMagCov()
|
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{
|
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// reset the corresponding rows and columns in the covariance matrix and
|
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// set the variances on the magnetic field states to the measurement variance
|
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clearMagCov();
|
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_mag_decl_cov_reset = false;
|
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|
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P.uncorrelateCovarianceSetVariance<3>(16, sq(_params.mag_noise));
|
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P.uncorrelateCovarianceSetVariance<3>(19, sq(_params.mag_noise));
|
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|
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if (!_control_status.flags.mag_3D) {
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// save covariance data for re-use when auto-switching between heading and 3-axis fusion
|
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// if already in 3-axis fusion mode, the covariances are automatically saved when switching out
|
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// of this mode
|
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saveMagCovData();
|
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}
|
||||
}
|
||||
|
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void Ekf::clearMagCov()
|
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{
|
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zeroMagCov();
|
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_mag_decl_cov_reset = false;
|
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}
|
||||
|
||||
void Ekf::zeroMagCov()
|
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{
|
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P.uncorrelateCovarianceSetVariance<3>(16, 0.0f);
|
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P.uncorrelateCovarianceSetVariance<3>(19, 0.0f);
|
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// save covariance data for re-use when auto-switching between heading and 3-axis fusion
|
||||
saveMagCovData();
|
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}
|
||||
|
||||
void Ekf::resetZDeltaAngBiasCov()
|
||||
|
||||
@@ -196,7 +196,24 @@ bool Ekf::initialiseFilter()
|
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// calculate the initial magnetic field and yaw alignment
|
||||
// but do not mark the yaw alignement complete as it needs to be
|
||||
// reset once the leveling phase is done
|
||||
resetMagHeading(false, false);
|
||||
if ((_params.mag_fusion_type <= MAG_FUSE_TYPE_3D) && (_mag_counter != 0)) {
|
||||
// rotate the magnetometer measurements into earth frame using a zero yaw angle
|
||||
// the angle of the projection onto the horizontal gives the yaw angle
|
||||
const Vector3f mag_earth_pred = updateYawInRotMat(0.f, _R_to_earth) * _mag_lpf.getState();
|
||||
float yaw_new = wrap_pi(-atan2f(mag_earth_pred(1), mag_earth_pred(0)) + getMagDeclination());
|
||||
|
||||
// update quaternion states and corresponding covarainces
|
||||
resetQuatStateYaw(yaw_new, 0.f, false);
|
||||
|
||||
// set the earth magnetic field states using the updated rotation
|
||||
_state.mag_I = _R_to_earth * _mag_lpf.getState();
|
||||
_state.mag_B.zero();
|
||||
|
||||
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_NONE) {
|
||||
|
||||
float yaw_new = wrap_pi(math::radians(_params.heading_init_deg));
|
||||
resetQuatStateYaw(yaw_new, 0.f, false);
|
||||
}
|
||||
|
||||
// initialise the state covariance matrix now we have starting values for all the states
|
||||
initialiseCovariance();
|
||||
@@ -264,11 +281,6 @@ void Ekf::predictState()
|
||||
const Vector3f corrected_delta_vel = _imu_sample_delayed.delta_vel - _state.delta_vel_bias;
|
||||
const Vector3f corrected_delta_vel_ef = _R_to_earth * corrected_delta_vel;
|
||||
|
||||
// calculate a filtered horizontal acceleration with a 1 sec time constant
|
||||
// this are used for manoeuvre detection elsewhere
|
||||
const float alpha = 1.0f - _imu_sample_delayed.delta_vel_dt;
|
||||
_accel_lpf_NE = _accel_lpf_NE * alpha + corrected_delta_vel_ef.xy();
|
||||
|
||||
// save the previous value of velocity so we can use trapzoidal integration
|
||||
const Vector3f vel_last = _state.vel;
|
||||
|
||||
@@ -319,15 +331,6 @@ void Ekf::calculateOutputStates(const imuSample &imu)
|
||||
// Apply corrections to the delta angle required to track the quaternion states at the EKF fusion time horizon
|
||||
const Vector3f delta_angle(imu.delta_ang - _state.delta_ang_bias * dt_scale_correction + _delta_angle_corr);
|
||||
|
||||
// calculate a yaw change about the earth frame vertical
|
||||
const float spin_del_ang_D = delta_angle.dot(Vector3f(_R_to_earth_now.row(2)));
|
||||
_yaw_delta_ef += spin_del_ang_D;
|
||||
|
||||
// Calculate filtered yaw rate to be used by the magnetometer fusion type selection logic
|
||||
// Note fixed coefficients are used to save operations. The exact time constant is not important.
|
||||
_yaw_rate_lpf_ef = 0.95f * _yaw_rate_lpf_ef + 0.05f * spin_del_ang_D / imu.delta_ang_dt;
|
||||
|
||||
|
||||
_output_new.time_us = imu.time_us;
|
||||
_output_vert_new.time_us = imu.time_us;
|
||||
|
||||
@@ -340,13 +343,13 @@ void Ekf::calculateOutputStates(const imuSample &imu)
|
||||
_output_new.quat_nominal.normalize();
|
||||
|
||||
// calculate the rotation matrix from body to earth frame
|
||||
_R_to_earth_now = Dcmf(_output_new.quat_nominal);
|
||||
const Dcmf R_to_earth_now{_output_new.quat_nominal};
|
||||
|
||||
// correct delta velocity for bias offsets
|
||||
const Vector3f delta_vel_body{imu.delta_vel - _state.delta_vel_bias * dt_scale_correction};
|
||||
|
||||
// rotate the delta velocity to earth frame
|
||||
Vector3f delta_vel_earth{_R_to_earth_now * delta_vel_body};
|
||||
Vector3f delta_vel_earth{R_to_earth_now * delta_vel_body};
|
||||
|
||||
// correct for measured acceleration due to gravity
|
||||
delta_vel_earth(2) += CONSTANTS_ONE_G * imu.delta_vel_dt;
|
||||
@@ -382,7 +385,7 @@ void Ekf::calculateOutputStates(const imuSample &imu)
|
||||
const Vector3f vel_imu_rel_body = ang_rate % _params.imu_pos_body;
|
||||
|
||||
// rotate the relative velocity into earth frame
|
||||
_vel_imu_rel_body_ned = _R_to_earth_now * vel_imu_rel_body;
|
||||
_vel_imu_rel_body_ned = R_to_earth_now * vel_imu_rel_body;
|
||||
}
|
||||
|
||||
// store the INS states in a ring buffer with the same length and time coordinates as the IMU data buffer
|
||||
|
||||
+43
-57
@@ -222,9 +222,11 @@ public:
|
||||
bool isYawFinalAlignComplete() const
|
||||
{
|
||||
const bool is_using_mag = (_control_status.flags.mag_3D || _control_status.flags.mag_hdg);
|
||||
|
||||
const bool is_mag_alignment_in_flight_complete = is_using_mag
|
||||
&& _control_status.flags.mag_aligned_in_flight
|
||||
&& ((_imu_sample_delayed.time_us - _flt_mag_align_start_time) > (uint64_t)1e6);
|
||||
|
||||
return _control_status.flags.yaw_align
|
||||
&& (is_mag_alignment_in_flight_complete || !is_using_mag);
|
||||
}
|
||||
@@ -253,7 +255,7 @@ public:
|
||||
return Vector3f{P(19, 19), P(20, 20), P(21, 21)};
|
||||
}
|
||||
|
||||
return _saved_mag_bf_variance;
|
||||
return _saved_mag_bf_covmat.diag();
|
||||
}
|
||||
|
||||
bool accel_bias_inhibited() const { return _accel_bias_inhibit[0] || _accel_bias_inhibit[1] || _accel_bias_inhibit[2]; }
|
||||
@@ -330,6 +332,9 @@ public:
|
||||
bool getDataEKFGSF(float *yaw_composite, float *yaw_variance, float yaw[N_MODELS_EKFGSF],
|
||||
float innov_VN[N_MODELS_EKFGSF], float innov_VE[N_MODELS_EKFGSF], float weight[N_MODELS_EKFGSF]);
|
||||
|
||||
// Returns true if the output of the yaw emergency estimator can be used for a reset
|
||||
bool isYawEmergencyEstimateAvailable() const;
|
||||
|
||||
const BaroBiasEstimator::status &getBaroBiasEstimatorStatus() const { return _baro_b_est.getStatus(); }
|
||||
|
||||
private:
|
||||
@@ -368,7 +373,6 @@ private:
|
||||
Vector2f _hpos_pred_prev{}; ///< previous value of NE position state used by odometry fusion (m)
|
||||
bool _hpos_prev_available{false}; ///< true when previous values of the estimate and measurement are available for use
|
||||
Dcmf _R_ev_to_ekf; ///< transformation matrix that rotates observations from the EV to the EKF navigation frame, initialized with Identity
|
||||
bool _inhibit_ev_yaw_use{false}; ///< true when the vision yaw data should not be used (e.g.: NE fusion requires true North)
|
||||
|
||||
// booleans true when fresh sensor data is available at the fusion time horizon
|
||||
bool _gps_data_ready{false}; ///< true when new GPS data has fallen behind the fusion time horizon and is available to be fused
|
||||
@@ -386,6 +390,8 @@ private:
|
||||
uint64_t _time_last_hgt_fuse{0}; ///< time the last fusion of vertical position measurements was performed (uSec)
|
||||
uint64_t _time_last_hor_vel_fuse{0}; ///< time the last fusion of horizontal velocity measurements was performed (uSec)
|
||||
uint64_t _time_last_ver_vel_fuse{0}; ///< time the last fusion of verticalvelocity measurements was performed (uSec)
|
||||
uint64_t _time_last_heading_fuse{0};
|
||||
|
||||
uint64_t _time_last_of_fuse{0}; ///< time the last fusion of optical flow measurements were performed (uSec)
|
||||
uint64_t _time_last_flow_terrain_fuse{0}; ///< time the last fusion of optical flow measurements for terrain estimation were performed (uSec)
|
||||
uint64_t _time_last_arsp_fuse{0}; ///< time the last fusion of airspeed measurements were performed (uSec)
|
||||
@@ -394,6 +400,8 @@ private:
|
||||
uint64_t _time_last_zero_velocity_fuse{0}; ///< last time of zero velocity update (uSec)
|
||||
uint64_t _time_last_gps_yaw_fuse{0}; ///< time the last fusion of GPS yaw measurements were performed (uSec)
|
||||
uint64_t _time_last_gps_yaw_data{0}; ///< time the last GPS yaw measurement was available (uSec)
|
||||
uint64_t _time_last_mag_heading_fuse{0};
|
||||
uint64_t _time_last_mag_3d_fuse{0};
|
||||
uint64_t _time_last_healthy_rng_data{0};
|
||||
uint8_t _nb_gps_yaw_reset_available{0}; ///< remaining number of resets allowed before switching to another aiding source
|
||||
|
||||
@@ -408,20 +416,15 @@ private:
|
||||
|
||||
// used by magnetometer fusion mode selection
|
||||
Vector2f _accel_lpf_NE{}; ///< Low pass filtered horizontal earth frame acceleration (m/sec**2)
|
||||
float _yaw_delta_ef{0.0f}; ///< Recent change in yaw angle measured about the earth frame D axis (rad)
|
||||
float _yaw_rate_lpf_ef{0.0f}; ///< Filtered angular rate about earth frame D axis (rad/sec)
|
||||
bool _mag_bias_observable{false}; ///< true when there is enough rotation to make magnetometer bias errors observable
|
||||
bool _yaw_angle_observable{false}; ///< true when there is enough horizontal acceleration to make yaw observable
|
||||
uint64_t _time_yaw_started{0}; ///< last system time in usec that a yaw rotation manoeuvre was detected
|
||||
uint8_t _num_bad_flight_yaw_events{0}; ///< number of times a bad heading has been detected in flight and required a yaw reset
|
||||
uint64_t _mag_use_not_inhibit_us{0}; ///< last system time in usec before magnetometer use was inhibited
|
||||
float _last_static_yaw{NAN}; ///< last yaw angle recorded when on ground motion checks were passing (rad)
|
||||
|
||||
bool _mag_inhibit_yaw_reset_req{false}; ///< true when magnetometer inhibit has been active for long enough to require a yaw reset when conditions improve.
|
||||
bool _mag_yaw_reset_req{false}; ///< true when a reset of the yaw using the magnetometer data has been requested
|
||||
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.
|
||||
bool _synthetic_mag_z_active{false}; ///< true if we are generating synthetic magnetometer Z measurements
|
||||
bool _non_mag_yaw_aiding_running_prev{false}; ///< true when heading is being fused from other sources that are not the magnetometer (for example EV or GPS).
|
||||
bool _is_yaw_fusion_inhibited{false}; ///< true when yaw sensor use is being inhibited
|
||||
|
||||
SquareMatrix24f P{}; ///< state covariance matrix
|
||||
@@ -526,9 +529,10 @@ private:
|
||||
float _last_on_ground_posD{0.0f}; ///< last vertical position when the in_air status was false (m)
|
||||
uint64_t _flt_mag_align_start_time{0}; ///< time that inflight magnetic field alignment started (uSec)
|
||||
uint64_t _time_last_mov_3d_mag_suitable{0}; ///< last system time that sufficient movement to use 3-axis magnetometer fusion was detected (uSec)
|
||||
Vector3f _saved_mag_bf_variance {}; ///< magnetic field state variances that have been saved for use at the next initialisation (Gauss**2)
|
||||
Matrix2f _saved_mag_ef_ne_covmat{}; ///< NE magnetic field state covariance sub-matrix saved for use at the next initialisation (Gauss**2)
|
||||
float _saved_mag_ef_d_variance{}; ///< D magnetic field state variance saved for use at the next initialisation (Gauss**2)
|
||||
Matrix3f _saved_mag_bf_covmat{}; ///< magnetometer bias state covariance sub-matrix saved for use at the next initialisation (Gauss**2)
|
||||
Matrix3f _saved_mag_ef_covmat{}; ///< NED magnetic field state covariance sub-matrix saved for use at the next initialisation (Gauss**2)
|
||||
|
||||
float _mag_heading_last_declination{NAN};
|
||||
|
||||
gps_check_fail_status_u _gps_check_fail_status{};
|
||||
|
||||
@@ -581,30 +585,12 @@ private:
|
||||
void predictCovariance();
|
||||
|
||||
// ekf sequential fusion of magnetometer measurements
|
||||
void fuseMag(const Vector3f &mag);
|
||||
bool fuseMag(const Vector3f &mag, bool update_all_states = true);
|
||||
|
||||
// fuse the first euler angle from either a 321 or 312 rotation sequence as the observation (currently measures yaw using the magnetometer)
|
||||
void fuseHeading(float measured_hdg = NAN, float obs_var = NAN);
|
||||
|
||||
// fuse the yaw angle defined as the first rotation in a 321 Tait-Bryan rotation sequence
|
||||
// yaw : angle observation defined as the first rotation in a 321 Tait-Bryan rotation sequence (rad)
|
||||
// yaw_variance : variance of the yaw angle observation (rad^2)
|
||||
// zero_innovation : Fuse data with innovation set to zero
|
||||
bool fuseYaw321(const float yaw, const float yaw_variance, bool zero_innovation = false);
|
||||
|
||||
// fuse the yaw angle defined as the first rotation in a 312 Tait-Bryan rotation sequence
|
||||
// yaw : angle observation defined as the first rotation in a 312 Tait-Bryan rotation sequence (rad)
|
||||
// yaw_variance : variance of the yaw angle observation (rad^2)
|
||||
// zero_innovation : Fuse data with innovation set to zero
|
||||
bool fuseYaw312(const float yaw, const float yaw_variance, bool zero_innovation = false);
|
||||
|
||||
// update quaternion states and covariances using an innovation, observation variance and Jacobian vector
|
||||
// update quaternion states and covariances using a yaw innovation and yaw observation variance
|
||||
// innovation : prediction - measurement
|
||||
// variance : observaton variance
|
||||
// gate_sigma : innovation consistency check gate size (Sigma)
|
||||
// jacobian : 4x1 vector of partial derivatives of observation wrt each quaternion state
|
||||
bool updateQuaternion(const float innovation, const float variance, const float gate_sigma,
|
||||
const Vector4f &yaw_jacobian);
|
||||
bool fuseYaw(const float innovation, const float variance);
|
||||
|
||||
// fuse the yaw angle obtained from a dual antenna GPS unit
|
||||
void fuseGpsYaw();
|
||||
@@ -615,7 +601,7 @@ private:
|
||||
|
||||
// fuse magnetometer declination measurement
|
||||
// argument passed in is the declination uncertainty in radians
|
||||
void fuseDeclination(float decl_sigma);
|
||||
bool fuseDeclination(float decl_sigma);
|
||||
|
||||
// apply sensible limits to the declination and length of the NE mag field states estimates
|
||||
void limitDeclination();
|
||||
@@ -710,7 +696,7 @@ private:
|
||||
|
||||
// reset the heading and magnetic field states using the declination and magnetometer measurements
|
||||
// return true if successful
|
||||
bool resetMagHeading(bool increase_yaw_var = true, bool update_buffer = true);
|
||||
bool resetMagHeading();
|
||||
|
||||
// reset the heading using the external vision measurements
|
||||
// return true if successful
|
||||
@@ -718,7 +704,7 @@ private:
|
||||
|
||||
// Do a forced re-alignment of the yaw angle to align with the horizontal velocity vector from the GPS.
|
||||
// It is used to align the yaw angle after launch or takeoff for fixed wing vehicle.
|
||||
bool realignYawGPS(const Vector3f &mag);
|
||||
bool realignYawGPS(bool force = false);
|
||||
|
||||
// Return the magnetic declination in radians to be used by the alignment and fusion processing
|
||||
float getMagDeclination();
|
||||
@@ -831,41 +817,33 @@ private:
|
||||
void controlGpsFusion();
|
||||
bool shouldResetGpsFusion() const;
|
||||
bool hasHorizontalAidingTimedOut() const;
|
||||
bool isYawFailure() const;
|
||||
|
||||
bool isYawError(float error_threshold = math::radians(10.f)) const;
|
||||
bool isYawFailure() const { return isYawError(math::radians(25.f)); }
|
||||
|
||||
void controlGpsYawFusion(bool gps_checks_passing, bool gps_checks_failing);
|
||||
|
||||
// control fusion of magnetometer observations
|
||||
void controlMagFusion();
|
||||
|
||||
bool noOtherYawAidingThanMag() const;
|
||||
bool otherHeadingSourcesHaveStopped();
|
||||
|
||||
void checkHaglYawResetReq();
|
||||
bool haglYawResetReq() const;
|
||||
float getTerrainVPos() const { return isTerrainEstimateValid() ? _terrain_vpos : _last_on_ground_posD; }
|
||||
|
||||
void runOnGroundYawReset();
|
||||
bool isYawResetAuthorized() const { return !_is_yaw_fusion_inhibited; }
|
||||
bool canResetMagHeading() const;
|
||||
void runInAirYawReset(const Vector3f &mag);
|
||||
void runYawReset();
|
||||
|
||||
void selectMagAuto();
|
||||
void check3DMagFusionSuitability();
|
||||
void checkYawAngleObservability();
|
||||
void checkMagBiasObservability();
|
||||
bool isYawAngleObservable() const { return _yaw_angle_observable; }
|
||||
bool isMagBiasObservable() const { return _mag_bias_observable; }
|
||||
bool canUse3DMagFusion() const;
|
||||
|
||||
void checkMagDeclRequired();
|
||||
void checkMagInhibition();
|
||||
bool shouldInhibitMag() const;
|
||||
void checkMagFieldStrength(const Vector3f &mag);
|
||||
bool isStrongMagneticDisturbance() const { return _control_status.flags.mag_field_disturbed; }
|
||||
bool magFieldStrengthDisturbed(const Vector3f &mag) const;
|
||||
static bool isMeasuredMatchingExpected(float measured, float expected, float gate);
|
||||
void runMagAndMagDeclFusions(const Vector3f &mag);
|
||||
void run3DMagAndDeclFusions(const Vector3f &mag);
|
||||
|
||||
bool resetMagStates();
|
||||
|
||||
// control fusion of range finder observations
|
||||
void controlRangeFinderFusion();
|
||||
|
||||
@@ -886,6 +864,8 @@ private:
|
||||
|
||||
void controlZeroVelocityUpdate();
|
||||
|
||||
void controlZeroInnovationHeadingUpdate();
|
||||
|
||||
// control fusion of auxiliary velocity observations
|
||||
void controlAuxVelFusion();
|
||||
|
||||
@@ -966,10 +946,7 @@ private:
|
||||
void increaseQuatYawErrVariance(float yaw_variance);
|
||||
|
||||
// load and save mag field state covariance data for re-use
|
||||
void loadMagCovData();
|
||||
void saveMagCovData();
|
||||
void clearMagCov();
|
||||
void zeroMagCov();
|
||||
|
||||
void resetZDeltaAngBiasCov();
|
||||
|
||||
@@ -1025,7 +1002,18 @@ private:
|
||||
// yaw : Euler yaw angle (rad)
|
||||
// yaw_variance : yaw error variance (rad^2)
|
||||
// update_buffer : true if the state change should be also applied to the output observer buffer
|
||||
void resetQuatStateYaw(float yaw, float yaw_variance, bool update_buffer);
|
||||
void resetQuatStateYaw(float yaw, float yaw_variance, bool update_buffer = true);
|
||||
|
||||
bool resetYawToParameter();
|
||||
|
||||
bool yawAidingAvailable() const
|
||||
{
|
||||
const bool mag = (_params.mag_fusion_type <= MAG_FUSE_TYPE_3D);
|
||||
const bool gps_yaw = (_params.fusion_mode & MASK_USE_GPSYAW);
|
||||
const bool ev_yaw = _params.fusion_mode & MASK_USE_EVYAW;
|
||||
|
||||
return mag || gps_yaw || ev_yaw;
|
||||
}
|
||||
|
||||
// Declarations used to control use of the EKF-GSF yaw estimator
|
||||
|
||||
@@ -1044,10 +1032,8 @@ private:
|
||||
// Returns true if the reset was successful
|
||||
bool resetYawToEKFGSF();
|
||||
|
||||
// Returns true if the output of the yaw emergency estimator can be used for a reset
|
||||
bool isYawEmergencyEstimateAvailable() const;
|
||||
|
||||
void resetGpsDriftCheckFilters();
|
||||
|
||||
};
|
||||
|
||||
#endif // !EKF_EKF_H
|
||||
|
||||
+177
-126
@@ -338,51 +338,60 @@ void Ekf::alignOutputFilter()
|
||||
|
||||
// Do a forced re-alignment of the yaw angle to align with the horizontal velocity vector from the GPS.
|
||||
// It is used to align the yaw angle after launch or takeoff for fixed wing vehicle only.
|
||||
bool Ekf::realignYawGPS(const Vector3f &mag)
|
||||
bool Ekf::realignYawGPS(bool force)
|
||||
{
|
||||
if (!_control_status.flags.in_air || !_control_status.flags.fixed_wing) {
|
||||
return false;
|
||||
}
|
||||
|
||||
const float gpsSpeed = sqrtf(sq(_gps_sample_delayed.vel(0)) + sq(_gps_sample_delayed.vel(1)));
|
||||
|
||||
// Need at least 5 m/s of GPS horizontal speed and
|
||||
// ratio of velocity error to velocity < 0.15 for a reliable alignment
|
||||
const bool gps_yaw_alignment_possible = (gpsSpeed > 5.0f) && (_gps_sample_delayed.sacc < (0.15f * gpsSpeed));
|
||||
const bool gps_yaw_alignment_possible = (gpsSpeed > 5.f) && (_gps_sample_delayed.sacc < (0.15f * gpsSpeed));
|
||||
|
||||
if (!gps_yaw_alignment_possible) {
|
||||
// attempt a normal alignment using the magnetometer
|
||||
return resetMagHeading();
|
||||
return false;
|
||||
}
|
||||
|
||||
// check for excessive horizontal GPS velocity innovations
|
||||
const bool badVelInnov = (_gps_vel_test_ratio(0) > 1.0f) && _control_status.flags.gps;
|
||||
const bool bad_vel_innov = (_gps_vel_test_ratio(0) > 1.f) && _control_status.flags.gps;
|
||||
|
||||
// calculate GPS course over ground angle
|
||||
const float gpsCOG = atan2f(_gps_sample_delayed.vel(1), _gps_sample_delayed.vel(0));
|
||||
const float gps_cog = atan2f(_gps_sample_delayed.vel(1), _gps_sample_delayed.vel(0));
|
||||
|
||||
// calculate course yaw angle
|
||||
const float ekfCOG = atan2f(_state.vel(1), _state.vel(0));
|
||||
const float ekf_cog = atan2f(_state.vel(1), _state.vel(0));
|
||||
|
||||
// Check the EKF and GPS course over ground for consistency
|
||||
const float courseYawError = wrap_pi(gpsCOG - ekfCOG);
|
||||
const float course_yaw_error = wrap_pi(gps_cog - ekf_cog);
|
||||
|
||||
// If the angles disagree and horizontal GPS velocity innovations are large or no previous yaw alignment, we declare the magnetic yaw as bad
|
||||
const bool badYawErr = fabsf(courseYawError) > 0.5f;
|
||||
const bool badMagYaw = (badYawErr && badVelInnov);
|
||||
const bool bad_yaw_error = fabsf(course_yaw_error) > math::radians(25.f);
|
||||
const bool bad_mag_yaw = (bad_yaw_error && bad_vel_innov);
|
||||
|
||||
if (badMagYaw) {
|
||||
if (bad_mag_yaw) {
|
||||
_num_bad_flight_yaw_events++;
|
||||
}
|
||||
|
||||
// correct yaw angle using GPS ground course if compass yaw bad or yaw is previously not aligned
|
||||
if (badMagYaw || !_control_status.flags.yaw_align) {
|
||||
_warning_events.flags.bad_yaw_using_gps_course = true;
|
||||
ECL_WARN("bad yaw, using GPS course");
|
||||
|
||||
// declare the magnetometer as failed if a bad yaw has occurred more than once
|
||||
if (_control_status.flags.mag_aligned_in_flight && (_num_bad_flight_yaw_events >= 2)
|
||||
if (_control_status.flags.mag_aligned_in_flight
|
||||
&& (_num_bad_flight_yaw_events >= 2)
|
||||
&& !_control_status.flags.mag_fault) {
|
||||
|
||||
_warning_events.flags.stopping_mag_use = true;
|
||||
ECL_WARN("stopping mag use");
|
||||
_control_status.flags.mag_fault = true;
|
||||
}
|
||||
}
|
||||
|
||||
// correct yaw angle using GPS ground course if compass yaw bad or yaw is previously not aligned
|
||||
if (bad_mag_yaw || !_control_status.flags.yaw_align || force) {
|
||||
|
||||
ECL_INFO("realign yaw GPS resetting yaw");
|
||||
|
||||
// calculate new yaw estimate
|
||||
float yaw_new;
|
||||
@@ -391,7 +400,7 @@ bool Ekf::realignYawGPS(const Vector3f &mag)
|
||||
// This is our first flight alignment so we can assume that the recent change in velocity has occurred due to a
|
||||
// forward direction takeoff or launch and therefore the inertial and GPS ground course discrepancy is due to yaw error
|
||||
const float current_yaw = getEulerYaw(_R_to_earth);
|
||||
yaw_new = current_yaw + courseYawError;
|
||||
yaw_new = current_yaw + course_yaw_error;
|
||||
_control_status.flags.mag_aligned_in_flight = true;
|
||||
|
||||
} else if (_control_status.flags.wind) {
|
||||
@@ -402,8 +411,7 @@ bool Ekf::realignYawGPS(const Vector3f &mag)
|
||||
|
||||
} else {
|
||||
// we don't have wind estimates, so align yaw to the GPS velocity vector
|
||||
yaw_new = atan2f(_gps_sample_delayed.vel(1), _gps_sample_delayed.vel(0));
|
||||
|
||||
yaw_new = gps_cog;
|
||||
}
|
||||
|
||||
// use the combined EKF and GPS speed variance to calculate a rough estimate of the yaw error after alignment
|
||||
@@ -412,95 +420,73 @@ bool Ekf::realignYawGPS(const Vector3f &mag)
|
||||
const float yaw_variance_new = sq(asinf(sineYawError));
|
||||
|
||||
// Apply updated yaw and yaw variance to states and covariances
|
||||
resetQuatStateYaw(yaw_new, yaw_variance_new, true);
|
||||
|
||||
// Use the last magnetometer measurements to reset the field states
|
||||
_state.mag_B.zero();
|
||||
_state.mag_I = _R_to_earth * mag;
|
||||
|
||||
resetMagCov();
|
||||
|
||||
// record the start time for the magnetic field alignment
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
resetQuatStateYaw(yaw_new, yaw_variance_new);
|
||||
_control_status.flags.yaw_align = true;
|
||||
|
||||
// If heading was bad, then we also need to reset the velocity and position states
|
||||
if (badMagYaw) {
|
||||
if (bad_mag_yaw && _control_status.flags.gps) {
|
||||
resetVelocityToGps(_gps_sample_delayed);
|
||||
resetHorizontalPositionToGps(_gps_sample_delayed);
|
||||
}
|
||||
|
||||
return true;
|
||||
|
||||
} else {
|
||||
// align mag states only
|
||||
|
||||
// calculate initial earth magnetic field states
|
||||
_state.mag_I = _R_to_earth * mag;
|
||||
|
||||
resetMagCov();
|
||||
|
||||
// record the start time for the magnetic field alignment
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
resetMagStates();
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
// Reset heading and magnetic field states
|
||||
bool Ekf::resetMagHeading(bool increase_yaw_var, bool update_buffer)
|
||||
bool Ekf::resetMagHeading()
|
||||
{
|
||||
// prevent a reset being performed more than once on the same frame
|
||||
if (_imu_sample_delayed.time_us == _flt_mag_align_start_time) {
|
||||
return true;
|
||||
}
|
||||
|
||||
const bool mag_available = (_mag_counter != 0) && isRecent(_time_last_mag, 500000)
|
||||
&& !magFieldStrengthDisturbed(_mag_lpf.getState());
|
||||
|
||||
// low pass filtered mag required
|
||||
if (_mag_counter == 0) {
|
||||
if (!mag_available) {
|
||||
return false;
|
||||
}
|
||||
|
||||
const Vector3f mag_init = _mag_lpf.getState();
|
||||
|
||||
// calculate the observed yaw angle and yaw variance
|
||||
float yaw_new;
|
||||
float yaw_new_variance = 0.0f;
|
||||
|
||||
const bool heading_required_for_navigation = _control_status.flags.gps || _control_status.flags.ev_pos;
|
||||
const bool heading_required_for_navigation = _control_status.flags.gps;
|
||||
|
||||
if ((_params.mag_fusion_type <= MAG_FUSE_TYPE_3D) || ((_params.mag_fusion_type == MAG_FUSE_TYPE_INDOOR) && heading_required_for_navigation)) {
|
||||
|
||||
ECL_INFO("reset mag heading resetting yaw");
|
||||
|
||||
const Vector3f mag_init = _mag_lpf.getState();
|
||||
|
||||
// rotate the magnetometer measurements into earth frame using a zero yaw angle
|
||||
const Dcmf R_to_earth = updateYawInRotMat(0.f, _R_to_earth);
|
||||
|
||||
// the angle of the projection onto the horizontal gives the yaw angle
|
||||
const Vector3f mag_earth_pred = R_to_earth * mag_init;
|
||||
yaw_new = -atan2f(mag_earth_pred(1), mag_earth_pred(0)) + getMagDeclination();
|
||||
|
||||
if (increase_yaw_var) {
|
||||
yaw_new_variance = sq(fmaxf(_params.mag_heading_noise, 1.0e-2f));
|
||||
}
|
||||
// calculate the observed yaw angle and yaw variance
|
||||
float yaw_new = -atan2f(mag_earth_pred(1), mag_earth_pred(0)) + getMagDeclination();
|
||||
float yaw_new_variance = sq(fmaxf(_params.mag_heading_noise, 1.e-2f));
|
||||
|
||||
// update quaternion states and corresponding covarainces
|
||||
resetQuatStateYaw(yaw_new, yaw_new_variance);
|
||||
|
||||
// set the earth magnetic field states using the updated rotation
|
||||
_state.mag_I = _R_to_earth * mag_init;
|
||||
|
||||
resetMagCov();
|
||||
|
||||
// record the time for the magnetic field alignment event
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
_time_last_mag_heading_fuse = _time_last_imu;
|
||||
|
||||
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_INDOOR) {
|
||||
// we are operating temporarily without knowing the earth frame yaw angle
|
||||
return true;
|
||||
|
||||
} else {
|
||||
// there is no magnetic yaw observation
|
||||
return false;
|
||||
}
|
||||
|
||||
// update quaternion states and corresponding covarainces
|
||||
resetQuatStateYaw(yaw_new, yaw_new_variance, update_buffer);
|
||||
|
||||
// set the earth magnetic field states using the updated rotation
|
||||
_state.mag_I = _R_to_earth * mag_init;
|
||||
|
||||
resetMagCov();
|
||||
|
||||
// record the time for the magnetic field alignment event
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
|
||||
return true;
|
||||
return false;
|
||||
}
|
||||
|
||||
bool Ekf::resetYawToEv()
|
||||
@@ -879,7 +865,9 @@ void Ekf::resetMagBias()
|
||||
P.uncorrelateCovarianceSetVariance<3>(19, sq(_params.mag_noise));
|
||||
|
||||
// reset any saved covariance data for re-use when auto-switching between heading and 3-axis fusion
|
||||
_saved_mag_bf_variance.zero();
|
||||
_saved_mag_bf_covmat.zero();
|
||||
|
||||
_mag_counter = 0;
|
||||
}
|
||||
|
||||
// get EKF innovation consistency check status information comprising of:
|
||||
@@ -1210,35 +1198,68 @@ void Ekf::stopMagFusion()
|
||||
{
|
||||
stopMag3DFusion();
|
||||
stopMagHdgFusion();
|
||||
clearMagCov();
|
||||
|
||||
P.uncorrelateCovarianceSetVariance<3>(16, 0.0f);
|
||||
P.uncorrelateCovarianceSetVariance<3>(19, 0.0f);
|
||||
|
||||
_mag_decl_cov_reset = false;
|
||||
}
|
||||
|
||||
void Ekf::stopMag3DFusion()
|
||||
{
|
||||
// save covariance data for re-use if currently doing 3-axis fusion
|
||||
if (_control_status.flags.mag_3D) {
|
||||
|
||||
saveMagCovData();
|
||||
_control_status.flags.mag_3D = false;
|
||||
_control_status.flags.mag_dec = false;
|
||||
|
||||
_mag_innov.zero();
|
||||
_mag_innov_var.zero();
|
||||
_mag_test_ratio.zero();
|
||||
|
||||
_fault_status.flags.bad_mag_x = false;
|
||||
_fault_status.flags.bad_mag_y = false;
|
||||
_fault_status.flags.bad_mag_z = false;
|
||||
|
||||
_fault_status.flags.bad_mag_decl = false;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::stopMagHdgFusion()
|
||||
{
|
||||
_control_status.flags.mag_hdg = false;
|
||||
if (_control_status.flags.mag_hdg) {
|
||||
_control_status.flags.mag_hdg = false;
|
||||
|
||||
_fault_status.flags.bad_hdg = false;
|
||||
|
||||
_yaw_test_ratio = 0.f;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::startMagHdgFusion()
|
||||
{
|
||||
stopMag3DFusion();
|
||||
_control_status.flags.mag_hdg = true;
|
||||
if (!_control_status.flags.mag_hdg) {
|
||||
stopMag3DFusion();
|
||||
ECL_INFO("starting mag heading fusion");
|
||||
_control_status.flags.mag_hdg = true;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::startMag3DFusion()
|
||||
{
|
||||
if (!_control_status.flags.mag_3D) {
|
||||
|
||||
stopMagHdgFusion();
|
||||
zeroMagCov();
|
||||
loadMagCovData();
|
||||
|
||||
_yaw_test_ratio = 0.0f;
|
||||
|
||||
// re-instate the NE axis covariance sub-matrix
|
||||
P.slice<3, 3>(16, 16) = _saved_mag_ef_covmat;
|
||||
|
||||
// re-instate variances for the XYZ body axis field
|
||||
P.slice<3, 3>(19, 19) = _saved_mag_bf_covmat;
|
||||
|
||||
_control_status.flags.mag_3D = true;
|
||||
}
|
||||
}
|
||||
@@ -1484,30 +1505,11 @@ void Ekf::increaseQuatYawErrVariance(float yaw_variance)
|
||||
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
|
||||
void Ekf::saveMagCovData()
|
||||
{
|
||||
// save variances for XYZ body axis field
|
||||
_saved_mag_bf_variance(0) = P(19, 19);
|
||||
_saved_mag_bf_variance(1) = P(20, 20);
|
||||
_saved_mag_bf_variance(2) = P(21, 21);
|
||||
|
||||
// save the NE axis covariance sub-matrix
|
||||
_saved_mag_ef_ne_covmat = P.slice<2, 2>(16, 16);
|
||||
_saved_mag_ef_covmat = P.slice<3, 3>(16, 16);
|
||||
|
||||
// save variance for the D earth axis
|
||||
_saved_mag_ef_d_variance = P(18, 18);
|
||||
}
|
||||
|
||||
void Ekf::loadMagCovData()
|
||||
{
|
||||
// re-instate variances for the XYZ body axis field
|
||||
P(19, 19) = _saved_mag_bf_variance(0);
|
||||
P(20, 20) = _saved_mag_bf_variance(1);
|
||||
P(21, 21) = _saved_mag_bf_variance(2);
|
||||
|
||||
// re-instate the NE axis covariance sub-matrix
|
||||
P.slice<2, 2>(16, 16) = _saved_mag_ef_ne_covmat;
|
||||
|
||||
// re-instate the D earth axis variance
|
||||
P(18, 18) = _saved_mag_ef_d_variance;
|
||||
// save variances for XYZ body axis field
|
||||
_saved_mag_bf_covmat = P.slice<3, 3>(19, 19);
|
||||
}
|
||||
|
||||
void Ekf::startAirspeedFusion()
|
||||
@@ -1531,6 +1533,40 @@ void Ekf::stopAirspeedFusion()
|
||||
void Ekf::startGpsFusion()
|
||||
{
|
||||
if (!_control_status.flags.gps) {
|
||||
|
||||
bool yaw_reset_needed = false;
|
||||
|
||||
if (_control_status.flags.ev_yaw) {
|
||||
// Stop the vision for yaw fusion and do not allow it to start again
|
||||
stopEvYawFusion();
|
||||
|
||||
yaw_reset_needed = true;
|
||||
}
|
||||
|
||||
if (isYawEmergencyEstimateAvailable() && isYawError(math::radians(10.f))) {
|
||||
yaw_reset_needed = true;
|
||||
}
|
||||
|
||||
// yaw needs to be defined relative to an NED reference frame
|
||||
if (yaw_reset_needed) {
|
||||
if (resetYawToEKFGSF()) {
|
||||
ECL_INFO("starting GPS, reset yaw using yaw estimator");
|
||||
|
||||
} else if (resetYawToGps()) {
|
||||
ECL_INFO("starting GPS, reset yaw to GPS");
|
||||
|
||||
} else if (realignYawGPS(true)) {
|
||||
ECL_INFO("starting GPS, reset yaw using GPS course");
|
||||
|
||||
} else if (resetMagHeading()) {
|
||||
ECL_INFO("starting GPS, reset yaw using mag");
|
||||
|
||||
} else {
|
||||
// all failed
|
||||
ECL_ERR("starting GPS, yaw reset failed");
|
||||
}
|
||||
}
|
||||
|
||||
resetHorizontalPositionToGps(_gps_sample_delayed);
|
||||
|
||||
// when already using another velocity source velocity reset is not necessary
|
||||
@@ -1554,10 +1590,6 @@ void Ekf::stopGpsFusion()
|
||||
if (_control_status.flags.gps_yaw) {
|
||||
stopGpsYawFusion();
|
||||
}
|
||||
|
||||
// We do not need to know the true North anymore
|
||||
// EV yaw can start again
|
||||
_inhibit_ev_yaw_use = false;
|
||||
}
|
||||
|
||||
void Ekf::stopGpsPosFusion()
|
||||
@@ -1590,12 +1622,14 @@ void Ekf::startGpsYawFusion()
|
||||
stopMag3DFusion();
|
||||
_control_status.flags.gps_yaw = true;
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
void Ekf::stopGpsYawFusion()
|
||||
{
|
||||
_control_status.flags.gps_yaw = false;
|
||||
if (_control_status.flags.gps_yaw) {
|
||||
ECL_INFO("stopping GPS yaw fusion");
|
||||
_control_status.flags.gps_yaw = false;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::startEvPosFusion()
|
||||
@@ -1652,7 +1686,10 @@ void Ekf::stopEvVelFusion()
|
||||
|
||||
void Ekf::stopEvYawFusion()
|
||||
{
|
||||
_control_status.flags.ev_yaw = false;
|
||||
if (_control_status.flags.ev_yaw) {
|
||||
ECL_INFO("stopping EV yaw fusion");
|
||||
_control_status.flags.ev_yaw = false;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::stopAuxVelFusion()
|
||||
@@ -1707,11 +1744,31 @@ void Ekf::resetQuatStateYaw(float yaw, float yaw_variance, bool update_buffer)
|
||||
// apply the change in attitude quaternion to our newest quaternion estimate
|
||||
// which was already taken out from the output buffer
|
||||
_output_new.quat_nominal = _state_reset_status.quat_change * _output_new.quat_nominal;
|
||||
|
||||
}
|
||||
|
||||
_last_static_yaw = NAN;
|
||||
|
||||
// capture the reset event
|
||||
_state_reset_status.quat_counter++;
|
||||
|
||||
_time_last_heading_fuse = _time_last_imu;
|
||||
}
|
||||
|
||||
bool Ekf::resetYawToParameter()
|
||||
{
|
||||
if (!_control_status.flags.yaw_align && PX4_ISFINITE(_params.heading_init_deg)) {
|
||||
|
||||
float yaw_new = wrap_pi(math::radians(_params.heading_init_deg));
|
||||
resetQuatStateYaw(yaw_new, 0.f);
|
||||
|
||||
_control_status.flags.yaw_align = true;
|
||||
_information_events.flags.yaw_aligned_to_param = true;
|
||||
ECL_INFO("Yaw aligned using parameter");
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
// Resets the main Nav EKf yaw to the estimator from the EKF-GSF yaw estimator
|
||||
@@ -1719,33 +1776,25 @@ void Ekf::resetQuatStateYaw(float yaw, float yaw_variance, bool update_buffer)
|
||||
// Returns true if the reset was successful
|
||||
bool Ekf::resetYawToEKFGSF()
|
||||
{
|
||||
if (!isYawEmergencyEstimateAvailable()) {
|
||||
// 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 (!isYawEmergencyEstimateAvailable()
|
||||
|| !isTimedOut(_ekfgsf_yaw_reset_time, 5'000'000)
|
||||
|| _ekfgsf_yaw_reset_count > _params.EKFGSF_reset_count_limit) {
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
resetQuatStateYaw(_yawEstimator.getYaw(), _yawEstimator.getYawVar(), true);
|
||||
|
||||
// record a magnetic field alignment event to prevent possibility of the EKF trying to reset the yaw to the mag later in flight
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
_control_status.flags.yaw_align = true;
|
||||
|
||||
if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
|
||||
// stop using the magnetometer in the main EKF otherwise it's fusion could drag the yaw around
|
||||
// and cause another navigation failure
|
||||
_control_status.flags.mag_fault = true;
|
||||
_warning_events.flags.emergency_yaw_reset_mag_stopped = true;
|
||||
|
||||
} else if (_control_status.flags.gps_yaw) {
|
||||
_control_status.flags.gps_yaw_fault = true;
|
||||
_warning_events.flags.emergency_yaw_reset_gps_yaw_stopped = true;
|
||||
|
||||
} else if (_control_status.flags.ev_yaw) {
|
||||
_inhibit_ev_yaw_use = true;
|
||||
}
|
||||
_information_events.flags.yaw_aligned_to_imu_gps = true;
|
||||
|
||||
_ekfgsf_yaw_reset_time = _time_last_imu;
|
||||
_ekfgsf_yaw_reset_count++;
|
||||
|
||||
resetMagStates();
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
@@ -1779,8 +1828,10 @@ void Ekf::runYawEKFGSF()
|
||||
}
|
||||
}
|
||||
|
||||
const bool run_yaw_estimator = _control_status.flags.in_air || !_control_status.flags.vehicle_at_rest;
|
||||
const Vector3f imu_gyro_bias = getGyroBias();
|
||||
_yawEstimator.update(_imu_sample_delayed, _control_status.flags.in_air, TAS, imu_gyro_bias);
|
||||
|
||||
_yawEstimator.update(_imu_sample_delayed, run_yaw_estimator, TAS, imu_gyro_bias);
|
||||
|
||||
// basic sanity check on GPS velocity data
|
||||
if (_gps_data_ready && _gps_sample_delayed.vacc > FLT_EPSILON &&
|
||||
|
||||
@@ -195,7 +195,7 @@ public:
|
||||
Vector3f getPosition() const
|
||||
{
|
||||
// rotate the position of the IMU relative to the boy origin into earth frame
|
||||
const Vector3f pos_offset_earth = _R_to_earth_now * _params.imu_pos_body;
|
||||
const Vector3f pos_offset_earth = Dcmf(_output_new.quat_nominal) * _params.imu_pos_body;
|
||||
// subtract from the EKF position (which is at the IMU) to get position at the body origin
|
||||
return _output_new.pos - pos_offset_earth;
|
||||
}
|
||||
@@ -308,7 +308,6 @@ protected:
|
||||
outputSample _output_new{}; // filter output on the non-delayed time horizon
|
||||
outputVert _output_vert_new{}; // vertical filter output on the non-delayed time horizon
|
||||
imuSample _newest_high_rate_imu_sample{}; // imu sample capturing the newest imu data
|
||||
Matrix3f _R_to_earth_now{}; // rotation matrix from body to earth frame at current time
|
||||
Vector3f _vel_imu_rel_body_ned{}; // velocity of IMU relative to body origin in NED earth frame
|
||||
Vector3f _vel_deriv{}; // velocity derivative at the IMU in NED earth frame (m/s/s)
|
||||
|
||||
|
||||
@@ -84,19 +84,11 @@ bool Ekf::collect_gps(const gps_message &gps)
|
||||
_earth_rate_NED = calcEarthRateNED((float)math::radians(_pos_ref.getProjectionReferenceLat()));
|
||||
_last_gps_origin_time_us = _time_last_imu;
|
||||
|
||||
const bool declination_was_valid = PX4_ISFINITE(_mag_declination_gps);
|
||||
|
||||
// set the magnetic field data returned by the geo library using the current GPS position
|
||||
_mag_declination_gps = get_mag_declination_radians(lat, lon);
|
||||
_mag_inclination_gps = get_mag_inclination_radians(lat, lon);
|
||||
_mag_strength_gps = get_mag_strength_gauss(lat, lon);
|
||||
|
||||
// request a reset of the yaw using the new declination
|
||||
if ((_params.mag_fusion_type != MAG_FUSE_TYPE_NONE)
|
||||
&& !declination_was_valid) {
|
||||
_mag_yaw_reset_req = true;
|
||||
}
|
||||
|
||||
// save the horizontal and vertical position uncertainty of the origin
|
||||
_gps_origin_eph = gps.eph;
|
||||
_gps_origin_epv = gps.epv;
|
||||
@@ -108,8 +100,6 @@ bool Ekf::collect_gps(const gps_message &gps)
|
||||
// a rough 2D fix is still sufficient to lookup declination
|
||||
if ((gps.fix_type >= 2) && (gps.eph < 1000)) {
|
||||
|
||||
const bool declination_was_valid = PX4_ISFINITE(_mag_declination_gps);
|
||||
|
||||
// If we have good GPS data set the origin's WGS-84 position to the last gps fix
|
||||
const double lat = gps.lat * 1.0e-7;
|
||||
const double lon = gps.lon * 1.0e-7;
|
||||
@@ -119,13 +109,6 @@ bool Ekf::collect_gps(const gps_message &gps)
|
||||
_mag_inclination_gps = get_mag_inclination_radians(lat, lon);
|
||||
_mag_strength_gps = get_mag_strength_gauss(lat, lon);
|
||||
|
||||
// request mag yaw reset if there's a mag declination for the first time
|
||||
if (_params.mag_fusion_type != MAG_FUSE_TYPE_NONE) {
|
||||
if (!declination_was_valid && PX4_ISFINITE(_mag_declination_gps)) {
|
||||
_mag_yaw_reset_req = true;
|
||||
}
|
||||
}
|
||||
|
||||
_earth_rate_NED = calcEarthRateNED((float)math::radians(lat));
|
||||
}
|
||||
}
|
||||
|
||||
@@ -53,6 +53,30 @@ void Ekf::controlGpsFusion()
|
||||
|
||||
controlGpsYawFusion(gps_checks_passing, gps_checks_failing);
|
||||
|
||||
if (gps_checks_passing && !gps_checks_failing && isYawEmergencyEstimateAvailable()) {
|
||||
|
||||
bool perform_yaw_align = !_control_status.flags.yaw_align && _control_status.flags.tilt_align;
|
||||
|
||||
if (perform_yaw_align) {
|
||||
if (resetYawToEKFGSF()) {
|
||||
ECL_INFO("Yaw aligned using IMU and GPS");
|
||||
resetVelocityToGps(_gps_sample_delayed);
|
||||
resetHorizontalPositionToGps(_gps_sample_delayed);
|
||||
}
|
||||
}
|
||||
|
||||
// periodically fuse yaw estimate if necessary
|
||||
if (isYawEmergencyEstimateAvailable()
|
||||
&& _control_status.flags.yaw_align
|
||||
&& isTimedOut(_ekfgsf_yaw_reset_time, 500'000)
|
||||
&& isTimedOut(_time_last_heading_fuse, (uint64_t)300'000)) {
|
||||
|
||||
float innovation = wrap_pi(getEulerYaw(_R_to_earth) - _yawEstimator.getYaw());
|
||||
float obs_var = _yawEstimator.getYawVar();
|
||||
fuseYaw(innovation, obs_var);
|
||||
}
|
||||
}
|
||||
|
||||
// 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
|
||||
@@ -76,28 +100,49 @@ void Ekf::controlGpsFusion()
|
||||
* because the timeout could have been caused by bad GPS.
|
||||
* The total number of resets allowed per boot cycle is limited.
|
||||
*/
|
||||
if (isYawFailure()
|
||||
if (isYawEmergencyEstimateAvailable()
|
||||
&& !yawAidingAvailable()
|
||||
&& isYawError(math::radians(10.f))
|
||||
&& _control_status.flags.in_air
|
||||
&& !was_gps_signal_lost
|
||||
&& _ekfgsf_yaw_reset_count < _params.EKFGSF_reset_count_limit
|
||||
&& isTimedOut(_ekfgsf_yaw_reset_time, 5000000)) {
|
||||
// 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()) {
|
||||
ECL_WARN("GPS emergency yaw reset");
|
||||
&& resetYawToEKFGSF()) {
|
||||
|
||||
ECL_WARN("GPS emergency yaw reset");
|
||||
|
||||
} else if (isYawFailure()
|
||||
&& _control_status.flags.in_air
|
||||
&& !was_gps_signal_lost
|
||||
&& resetYawToEKFGSF()) {
|
||||
|
||||
ECL_WARN("GPS emergency yaw reset");
|
||||
|
||||
if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
|
||||
// stop using the magnetometer in the main EKF otherwise it's fusion could drag the yaw around
|
||||
// and cause another navigation failure
|
||||
_control_status.flags.mag_fault = true;
|
||||
_warning_events.flags.emergency_yaw_reset_mag_stopped = true;
|
||||
stopMagFusion();
|
||||
|
||||
} else if (_control_status.flags.gps_yaw) {
|
||||
_control_status.flags.gps_yaw_fault = true;
|
||||
_warning_events.flags.emergency_yaw_reset_gps_yaw_stopped = true;
|
||||
stopGpsYawFusion();
|
||||
|
||||
} else if (_control_status.flags.ev_yaw) {
|
||||
stopEvYawFusion();
|
||||
}
|
||||
|
||||
} else {
|
||||
ECL_WARN("GPS fusion timeout - resetting");
|
||||
|
||||
// use GPS velocity data to check and correct yaw angle if a FW vehicle
|
||||
if (_control_status.flags.fixed_wing && _control_status.flags.in_air) {
|
||||
// if flying a fixed wing aircraft, do a complete reset that includes yaw
|
||||
_mag_yaw_reset_req = true;
|
||||
realignYawGPS();
|
||||
}
|
||||
|
||||
_warning_events.flags.gps_fusion_timout = true;
|
||||
ECL_WARN("GPS fusion timeout - resetting");
|
||||
}
|
||||
|
||||
_warning_events.flags.gps_fusion_timout = true;
|
||||
resetVelocityToGps(_gps_sample_delayed);
|
||||
resetHorizontalPositionToGps(_gps_sample_delayed);
|
||||
}
|
||||
@@ -120,30 +165,7 @@ void Ekf::controlGpsFusion()
|
||||
|
||||
} else {
|
||||
if (starting_conditions_passing) {
|
||||
// Do not use external vision for yaw if using GPS because yaw needs to be
|
||||
// defined relative to an NED reference frame
|
||||
if (_control_status.flags.ev_yaw
|
||||
|| _mag_inhibit_yaw_reset_req
|
||||
|| _mag_yaw_reset_req) {
|
||||
|
||||
_mag_yaw_reset_req = true;
|
||||
|
||||
// Stop the vision for yaw fusion and do not allow it to start again
|
||||
stopEvYawFusion();
|
||||
_inhibit_ev_yaw_use = true;
|
||||
|
||||
} else {
|
||||
startGpsFusion();
|
||||
}
|
||||
|
||||
} else if (gps_checks_passing && !_control_status.flags.yaw_align && (_params.mag_fusion_type == MAG_FUSE_TYPE_NONE)) {
|
||||
// If no mag is used, align using the yaw estimator (if available)
|
||||
if (resetYawToEKFGSF()) {
|
||||
_information_events.flags.yaw_aligned_to_imu_gps = true;
|
||||
ECL_INFO("Yaw aligned using IMU and GPS");
|
||||
resetVelocityToGps(_gps_sample_delayed);
|
||||
resetHorizontalPositionToGps(_gps_sample_delayed);
|
||||
}
|
||||
startGpsFusion();
|
||||
}
|
||||
}
|
||||
|
||||
@@ -171,7 +193,7 @@ bool Ekf::shouldResetGpsFusion() const
|
||||
|| isTimedOut(_time_last_hor_pos_fuse, 2 * _params.reset_timeout_max);
|
||||
|
||||
/* Logic controlling the reset of navigation filter yaw to the EKF-GSF estimate to recover from loss of
|
||||
* navigation casued by a bad yaw estimate.
|
||||
* navigation caused by a bad yaw estimate.
|
||||
|
||||
* A rapid reset to the EKF-GSF estimate is performed after a recent takeoff if horizontal velocity
|
||||
* innovation checks fail. This enables recovery from a bad yaw estimate. After 30 seconds from takeoff,
|
||||
@@ -193,7 +215,7 @@ bool Ekf::shouldResetGpsFusion() const
|
||||
return (is_reset_required || is_recent_takeoff_nav_failure || is_inflight_nav_failure);
|
||||
}
|
||||
|
||||
bool Ekf::isYawFailure() const
|
||||
bool Ekf::isYawError(float error_threshold) const
|
||||
{
|
||||
if (!isYawEmergencyEstimateAvailable()) {
|
||||
return false;
|
||||
@@ -202,5 +224,5 @@ bool Ekf::isYawFailure() const
|
||||
const float euler_yaw = getEulerYaw(_R_to_earth);
|
||||
const float yaw_error = wrap_pi(euler_yaw - _yawEstimator.getYaw());
|
||||
|
||||
return fabsf(yaw_error) > math::radians(25.f);
|
||||
return fabsf(yaw_error) > error_threshold;
|
||||
}
|
||||
|
||||
@@ -146,9 +146,6 @@ void Ekf::fuseGpsYaw()
|
||||
// innovation test ratio
|
||||
_yaw_test_ratio = sq(_heading_innov) / (sq(innov_gate) * _heading_innov_var);
|
||||
|
||||
// we are no longer using 3-axis fusion so set the reported test levels to zero
|
||||
_mag_test_ratio.setZero();
|
||||
|
||||
if (_yaw_test_ratio > 1.0f) {
|
||||
_innov_check_fail_status.flags.reject_yaw = true;
|
||||
return;
|
||||
@@ -159,8 +156,8 @@ void Ekf::fuseGpsYaw()
|
||||
|
||||
_yaw_signed_test_ratio_lpf.update(matrix::sign(_heading_innov) * _yaw_test_ratio);
|
||||
|
||||
if (!_control_status.flags.in_air
|
||||
&& fabsf(_yaw_signed_test_ratio_lpf.getState()) > 0.2f) {
|
||||
if ((fabsf(_yaw_signed_test_ratio_lpf.getState()) > 0.2f)
|
||||
&& !_control_status.flags.in_air && isTimedOut(_time_last_heading_fuse, (uint64_t)1e6)) {
|
||||
|
||||
// A constant large signed test ratio is a sign of wrong gyro bias
|
||||
// Reset the yaw gyro variance to converge faster and avoid
|
||||
@@ -192,6 +189,7 @@ void Ekf::fuseGpsYaw()
|
||||
|
||||
if (is_fused) {
|
||||
_time_last_gps_yaw_fuse = _time_last_imu;
|
||||
_time_last_heading_fuse = _time_last_imu;
|
||||
}
|
||||
}
|
||||
|
||||
@@ -209,11 +207,17 @@ bool Ekf::resetYawToGps()
|
||||
// GPS yaw measurement is alreday compensated for antenna offset in the driver
|
||||
const float measured_yaw = _gps_sample_delayed.yaw;
|
||||
|
||||
const float yaw_variance = sq(fmaxf(_params.gps_heading_noise, 1.0e-2f));
|
||||
resetQuatStateYaw(measured_yaw, yaw_variance, true);
|
||||
if (PX4_ISFINITE(measured_yaw) && !_control_status.flags.gps_yaw_fault) {
|
||||
const float yaw_variance = sq(fmaxf(_params.gps_heading_noise, 1.0e-2f));
|
||||
resetQuatStateYaw(measured_yaw, yaw_variance, true);
|
||||
|
||||
_time_last_gps_yaw_fuse = _time_last_imu;
|
||||
_yaw_signed_test_ratio_lpf.reset(0.f);
|
||||
_time_last_gps_yaw_fuse = _time_last_imu;
|
||||
_yaw_signed_test_ratio_lpf.reset(0.f);
|
||||
|
||||
return true;
|
||||
resetMagStates();
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
@@ -64,11 +64,9 @@ void Ekf::controlMagFusion()
|
||||
} else {
|
||||
_control_status.flags.synthetic_mag_z = false;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
if (mag_data_ready) {
|
||||
checkMagFieldStrength(mag_sample.mag);
|
||||
_control_status.flags.mag_field_disturbed = magFieldStrengthDisturbed(mag_sample.mag);
|
||||
}
|
||||
}
|
||||
|
||||
// If we are on ground, reset the flight alignment flag so that the mag fields will be
|
||||
@@ -78,41 +76,43 @@ void Ekf::controlMagFusion()
|
||||
_num_bad_flight_yaw_events = 0;
|
||||
}
|
||||
|
||||
// When operating without a magnetometer and no other source of yaw aiding is active,
|
||||
// yaw fusion is run selectively to enable yaw gyro bias learning when stationary on
|
||||
// ground and to prevent uncontrolled yaw variance growth
|
||||
// Also fuse zero heading innovation during the leveling fine alignment step to keep the yaw variance low
|
||||
checkYawAngleObservability();
|
||||
checkMagBiasObservability();
|
||||
|
||||
if (_mag_bias_observable || _yaw_angle_observable) {
|
||||
_time_last_mov_3d_mag_suitable = _imu_sample_delayed.time_us;
|
||||
}
|
||||
|
||||
if (_params.mag_fusion_type >= MAG_FUSE_TYPE_NONE
|
||||
|| _control_status.flags.mag_fault
|
||||
|| !_control_status.flags.tilt_align) {
|
||||
|
||||
stopMagFusion();
|
||||
|
||||
if (noOtherYawAidingThanMag()) {
|
||||
// TODO: setting _is_yaw_fusion_inhibited to true is required to tell
|
||||
// fuseHeading to perform a "zero innovation heading fusion"
|
||||
// We should refactor it to avoid using this flag here
|
||||
_is_yaw_fusion_inhibited = true;
|
||||
fuseHeading();
|
||||
_is_yaw_fusion_inhibited = false;
|
||||
}
|
||||
|
||||
return;
|
||||
}
|
||||
|
||||
_mag_yaw_reset_req |= otherHeadingSourcesHaveStopped();
|
||||
_mag_yaw_reset_req |= !_control_status.flags.yaw_align;
|
||||
_mag_yaw_reset_req |= _mag_inhibit_yaw_reset_req;
|
||||
if (mag_data_ready && !_control_status.flags.ev_yaw && !_control_status.flags.gps_yaw) {
|
||||
|
||||
const bool mag_enabled_previously = _control_status_prev.flags.mag_hdg || _control_status_prev.flags.mag_3D;
|
||||
|
||||
if (noOtherYawAidingThanMag() && mag_data_ready) {
|
||||
// Determine if we should use simple magnetic heading fusion which works better when
|
||||
// there are large external disturbances or the more accurate 3-axis fusion
|
||||
switch (_params.mag_fusion_type) {
|
||||
default:
|
||||
|
||||
/* fallthrough */
|
||||
// FALLTHROUGH
|
||||
case MAG_FUSE_TYPE_AUTO:
|
||||
selectMagAuto();
|
||||
// Use of 3D fusion requires an in-air heading alignment but it should not
|
||||
// be used when the heading and mag biases are not observable for more than 2 seconds
|
||||
if (_control_status.flags.mag_aligned_in_flight
|
||||
&& ((_imu_sample_delayed.time_us - _time_last_mov_3d_mag_suitable) < (uint64_t)2e6)
|
||||
) {
|
||||
startMag3DFusion();
|
||||
|
||||
} else {
|
||||
startMagHdgFusion();
|
||||
}
|
||||
|
||||
break;
|
||||
|
||||
case MAG_FUSE_TYPE_INDOOR:
|
||||
@@ -127,12 +127,23 @@ void Ekf::controlMagFusion()
|
||||
break;
|
||||
}
|
||||
|
||||
if (_control_status.flags.in_air) {
|
||||
checkHaglYawResetReq();
|
||||
runInAirYawReset(mag_sample.mag);
|
||||
const bool mag_enabled = _control_status.flags.mag_hdg || _control_status.flags.mag_3D;
|
||||
|
||||
} else {
|
||||
runOnGroundYawReset();
|
||||
const bool declination_changed = _control_status.flags.mag_hdg && (fabsf(_mag_heading_last_declination - getMagDeclination()) > math::radians(1.f));
|
||||
|
||||
bool mag_fuse_recent = !isTimedOut(_time_last_mag_heading_fuse, (uint64_t)5e6) || !isTimedOut(_time_last_mag_3d_fuse, (uint64_t)5e6);
|
||||
|
||||
if (!_control_status.flags.yaw_align
|
||||
|| !mag_fuse_recent
|
||||
|| declination_changed
|
||||
|| haglYawResetReq()
|
||||
|| (!mag_enabled_previously && mag_enabled)) {
|
||||
|
||||
runYawReset();
|
||||
}
|
||||
|
||||
if (_control_status.flags.mag_hdg) {
|
||||
_mag_heading_last_declination = getMagDeclination();
|
||||
}
|
||||
|
||||
if (!_control_status.flags.yaw_align) {
|
||||
@@ -141,115 +152,101 @@ void Ekf::controlMagFusion()
|
||||
}
|
||||
|
||||
checkMagDeclRequired();
|
||||
checkMagInhibition();
|
||||
|
||||
_is_yaw_fusion_inhibited = shouldInhibitMag();
|
||||
|
||||
runMagAndMagDeclFusions(mag_sample.mag);
|
||||
}
|
||||
}
|
||||
|
||||
bool Ekf::noOtherYawAidingThanMag() const
|
||||
{
|
||||
// If we are using external vision data or GPS-heading for heading then no magnetometer fusion is used
|
||||
return !_control_status.flags.ev_yaw && !_control_status.flags.gps_yaw;
|
||||
}
|
||||
|
||||
void Ekf::checkHaglYawResetReq()
|
||||
bool Ekf::haglYawResetReq() const
|
||||
{
|
||||
// We need to reset the yaw angle after climbing away from the ground to enable
|
||||
// recovery from ground level magnetic interference.
|
||||
if (!_control_status.flags.mag_aligned_in_flight) {
|
||||
if (_control_status.flags.in_air && !_control_status.flags.mag_aligned_in_flight) {
|
||||
// Check if height has increased sufficiently to be away from ground magnetic anomalies
|
||||
// and request a yaw reset if not already requested.
|
||||
static constexpr float mag_anomalies_max_hagl = 1.5f;
|
||||
const bool above_mag_anomalies = (getTerrainVPos() - _state.pos(2)) > mag_anomalies_max_hagl;
|
||||
_mag_yaw_reset_req = _mag_yaw_reset_req || above_mag_anomalies;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::runOnGroundYawReset()
|
||||
{
|
||||
if (_mag_yaw_reset_req && isYawResetAuthorized()) {
|
||||
const bool has_realigned_yaw = canResetMagHeading() ? resetMagHeading() : false;
|
||||
|
||||
if (has_realigned_yaw) {
|
||||
_mag_yaw_reset_req = false;
|
||||
_control_status.flags.yaw_align = true;
|
||||
|
||||
// Handle the special case where we have not been constraining yaw drift or learning yaw bias due
|
||||
// to assumed invalid mag field associated with indoor operation with a downwards looking flow sensor.
|
||||
if (_mag_inhibit_yaw_reset_req) {
|
||||
_mag_inhibit_yaw_reset_req = false;
|
||||
// Zero the yaw bias covariance and set the variance to the initial alignment uncertainty
|
||||
P.uncorrelateCovarianceSetVariance<1>(12, sq(_params.switch_on_gyro_bias * _dt_ekf_avg));
|
||||
}
|
||||
if ((getTerrainVPos() - _state.pos(2)) > mag_anomalies_max_hagl) {
|
||||
return true;
|
||||
}
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
bool Ekf::canResetMagHeading() const
|
||||
void Ekf::runYawReset()
|
||||
{
|
||||
return !isStrongMagneticDisturbance() && (_params.mag_fusion_type != MAG_FUSE_TYPE_NONE);
|
||||
}
|
||||
bool has_realigned_yaw = false;
|
||||
|
||||
void Ekf::runInAirYawReset(const Vector3f &mag_sample)
|
||||
{
|
||||
if (_mag_yaw_reset_req && isYawResetAuthorized()) {
|
||||
bool has_realigned_yaw = false;
|
||||
if (_control_status.flags.gps && _control_status.flags.fixed_wing) {
|
||||
has_realigned_yaw = realignYawGPS();
|
||||
}
|
||||
|
||||
if (_control_status.flags.gps && _control_status.flags.fixed_wing) {
|
||||
has_realigned_yaw = realignYawGPS(mag_sample);
|
||||
if (!has_realigned_yaw) {
|
||||
has_realigned_yaw = resetMagHeading();
|
||||
}
|
||||
|
||||
} else if (canResetMagHeading()) {
|
||||
has_realigned_yaw = resetMagHeading();
|
||||
}
|
||||
if (has_realigned_yaw) {
|
||||
_control_status.flags.yaw_align = true;
|
||||
|
||||
if (has_realigned_yaw) {
|
||||
_mag_yaw_reset_req = false;
|
||||
_control_status.flags.yaw_align = true;
|
||||
if (_control_status.flags.in_air) {
|
||||
_control_status.flags.mag_aligned_in_flight = true;
|
||||
|
||||
// Handle the special case where we have not been constraining yaw drift or learning yaw bias due
|
||||
// to assumed invalid mag field associated with indoor operation with a downwards looking flow sensor.
|
||||
if (_mag_inhibit_yaw_reset_req) {
|
||||
_mag_inhibit_yaw_reset_req = false;
|
||||
// Zero the yaw bias covariance and set the variance to the initial alignment uncertainty
|
||||
P.uncorrelateCovarianceSetVariance<1>(12, sq(_params.switch_on_gyro_bias * _dt_ekf_avg));
|
||||
}
|
||||
}
|
||||
|
||||
}
|
||||
}
|
||||
// Handle the special case where we have not been constraining yaw drift or learning yaw bias due
|
||||
// to assumed invalid mag field associated with indoor operation with a downwards looking flow sensor.
|
||||
bool mag_fuse_recent = !isTimedOut(_time_last_mag_heading_fuse, (uint64_t)5e6) || !isTimedOut(_time_last_mag_3d_fuse, (uint64_t)5e6);
|
||||
|
||||
void Ekf::selectMagAuto()
|
||||
{
|
||||
check3DMagFusionSuitability();
|
||||
canUse3DMagFusion() ? startMag3DFusion() : startMagHdgFusion();
|
||||
}
|
||||
if (!mag_fuse_recent) {
|
||||
// Zero the yaw bias covariance and set the variance to the initial alignment uncertainty
|
||||
P.uncorrelateCovarianceSetVariance<1>(12, sq(_params.switch_on_gyro_bias * _dt_ekf_avg));
|
||||
}
|
||||
|
||||
void Ekf::check3DMagFusionSuitability()
|
||||
{
|
||||
checkYawAngleObservability();
|
||||
checkMagBiasObservability();
|
||||
|
||||
if (isMagBiasObservable() || isYawAngleObservable()) {
|
||||
_time_last_mov_3d_mag_suitable = _imu_sample_delayed.time_us;
|
||||
// reset
|
||||
_time_last_mag_heading_fuse = _time_last_imu;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::checkYawAngleObservability()
|
||||
{
|
||||
// calculate a filtered horizontal acceleration with a 1 sec time constant
|
||||
|
||||
// Calculate an earth frame delta velocity
|
||||
const Vector3f corrected_delta_vel = _imu_sample_delayed.delta_vel - _state.delta_vel_bias;
|
||||
const Vector3f corrected_delta_vel_ef = _R_to_earth * corrected_delta_vel;
|
||||
|
||||
const float alpha = 1.0f - _imu_sample_delayed.delta_vel_dt;
|
||||
_accel_lpf_NE = _accel_lpf_NE * alpha + corrected_delta_vel_ef.xy();
|
||||
|
||||
// Check if there has been enough change in horizontal velocity to make yaw observable
|
||||
// Apply hysteresis to check to avoid rapid toggling
|
||||
_yaw_angle_observable = _yaw_angle_observable
|
||||
? _accel_lpf_NE.norm() > _params.mag_acc_gate
|
||||
: _accel_lpf_NE.norm() > 2.0f * _params.mag_acc_gate;
|
||||
if (_control_status.flags.gps) {
|
||||
if (_yaw_angle_observable) {
|
||||
_yaw_angle_observable = _accel_lpf_NE.norm() > _params.mag_acc_gate;
|
||||
|
||||
_yaw_angle_observable = _yaw_angle_observable
|
||||
&& (_control_status.flags.gps || _control_status.flags.ev_pos); // Do we have to add ev_vel here?
|
||||
} else {
|
||||
_yaw_angle_observable = _accel_lpf_NE.norm() > _params.mag_acc_gate * 2.f;
|
||||
}
|
||||
|
||||
} else {
|
||||
_yaw_angle_observable = false;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::checkMagBiasObservability()
|
||||
{
|
||||
// calculate a yaw change about the earth frame vertical
|
||||
const Vector3f delta_angle = _imu_sample_delayed.delta_ang - _state.delta_ang_bias;
|
||||
|
||||
const float spin_del_ang_D = delta_angle.dot(Vector3f(_R_to_earth.row(2)));
|
||||
float yaw_delta_ef = spin_del_ang_D;
|
||||
|
||||
// Calculate filtered yaw rate to be used by the magnetometer fusion type selection logic
|
||||
// Note fixed coefficients are used to save operations. The exact time constant is not important.
|
||||
_yaw_rate_lpf_ef = 0.95f * _yaw_rate_lpf_ef + 0.05f * spin_del_ang_D / _imu_sample_delayed.delta_ang_dt;
|
||||
|
||||
// check if there is enough yaw rotation to make the mag bias states observable
|
||||
if (!_mag_bias_observable && (fabsf(_yaw_rate_lpf_ef) > _params.mag_yaw_rate_gate)) {
|
||||
// initial yaw motion is detected
|
||||
@@ -258,22 +255,13 @@ void Ekf::checkMagBiasObservability()
|
||||
} else if (_mag_bias_observable) {
|
||||
// require sustained yaw motion of 50% the initial yaw rate threshold
|
||||
const float yaw_dt = 1e-6f * (float)(_imu_sample_delayed.time_us - _time_yaw_started);
|
||||
const float min_yaw_change_req = 0.5f * _params.mag_yaw_rate_gate * yaw_dt;
|
||||
_mag_bias_observable = fabsf(_yaw_delta_ef) > min_yaw_change_req;
|
||||
const float min_yaw_change_req = 0.5f * _params.mag_yaw_rate_gate * yaw_dt;
|
||||
_mag_bias_observable = fabsf(yaw_delta_ef) > min_yaw_change_req;
|
||||
}
|
||||
|
||||
_yaw_delta_ef = 0.0f;
|
||||
_time_yaw_started = _imu_sample_delayed.time_us;
|
||||
}
|
||||
|
||||
bool Ekf::canUse3DMagFusion() const
|
||||
{
|
||||
// Use of 3D fusion requires an in-air heading alignment but it should not
|
||||
// be used when the heading and mag biases are not observable for more than 2 seconds
|
||||
return _control_status.flags.mag_aligned_in_flight
|
||||
&& ((_imu_sample_delayed.time_us - _time_last_mov_3d_mag_suitable) < (uint64_t)2e6);
|
||||
}
|
||||
|
||||
void Ekf::checkMagDeclRequired()
|
||||
{
|
||||
// if we are using 3-axis magnetometer fusion, but without external NE aiding,
|
||||
@@ -285,20 +273,6 @@ void Ekf::checkMagDeclRequired()
|
||||
_control_status.flags.mag_dec = (_control_status.flags.mag_3D && (not_using_ne_aiding || user_selected));
|
||||
}
|
||||
|
||||
void Ekf::checkMagInhibition()
|
||||
{
|
||||
_is_yaw_fusion_inhibited = shouldInhibitMag();
|
||||
|
||||
if (!_is_yaw_fusion_inhibited) {
|
||||
_mag_use_not_inhibit_us = _imu_sample_delayed.time_us;
|
||||
}
|
||||
|
||||
// If magnetometer use has been inhibited continuously then a yaw reset is required for a valid heading
|
||||
if (uint32_t(_imu_sample_delayed.time_us - _mag_use_not_inhibit_us) > (uint32_t)5e6) {
|
||||
_mag_inhibit_yaw_reset_req = true;
|
||||
}
|
||||
}
|
||||
|
||||
bool Ekf::shouldInhibitMag() const
|
||||
{
|
||||
// If the user has selected auto protection against indoor magnetic field errors, only use the magnetometer
|
||||
@@ -312,28 +286,26 @@ bool Ekf::shouldInhibitMag() const
|
||||
&& !_control_status.flags.ev_pos
|
||||
&& !_control_status.flags.ev_vel;
|
||||
|
||||
return (user_selected && heading_not_required_for_navigation)
|
||||
|| isStrongMagneticDisturbance();
|
||||
return (user_selected && heading_not_required_for_navigation) || _control_status.flags.mag_field_disturbed;
|
||||
}
|
||||
|
||||
void Ekf::checkMagFieldStrength(const Vector3f &mag_sample)
|
||||
bool Ekf::magFieldStrengthDisturbed(const Vector3f &mag_sample) const
|
||||
{
|
||||
if (_params.check_mag_strength
|
||||
&& ((_params.mag_fusion_type <= MAG_FUSE_TYPE_3D) || (_params.mag_fusion_type == MAG_FUSE_TYPE_INDOOR && _control_status.flags.gps))) {
|
||||
|
||||
if (PX4_ISFINITE(_mag_strength_gps)) {
|
||||
constexpr float wmm_gate_size = 0.2f; // +/- Gauss
|
||||
_control_status.flags.mag_field_disturbed = !isMeasuredMatchingExpected(mag_sample.length(), _mag_strength_gps, wmm_gate_size);
|
||||
return !isMeasuredMatchingExpected(mag_sample.length(), _mag_strength_gps, wmm_gate_size);
|
||||
|
||||
} else {
|
||||
constexpr float average_earth_mag_field_strength = 0.45f; // Gauss
|
||||
constexpr float average_earth_mag_gate_size = 0.40f; // +/- Gauss
|
||||
_control_status.flags.mag_field_disturbed = !isMeasuredMatchingExpected(mag_sample.length(), average_earth_mag_field_strength, average_earth_mag_gate_size);
|
||||
return !isMeasuredMatchingExpected(mag_sample.length(), average_earth_mag_field_strength, average_earth_mag_gate_size);
|
||||
}
|
||||
|
||||
} else {
|
||||
_control_status.flags.mag_field_disturbed = false;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
bool Ekf::isMeasuredMatchingExpected(const float measured, const float expected, const float gate)
|
||||
@@ -354,14 +326,27 @@ void Ekf::runMagAndMagDeclFusions(const Vector3f &mag)
|
||||
Vector3f mag_earth_pred = R_to_earth * (mag - _state.mag_B);
|
||||
|
||||
// the angle of the projection onto the horizontal gives the yaw angle
|
||||
float measured_hdg = -atan2f(mag_earth_pred(1), mag_earth_pred(0)) + getMagDeclination();
|
||||
// calculate the yaw innovation and wrap to the interval between +-pi
|
||||
float measured_hdg = wrap_pi(-atan2f(mag_earth_pred(1), mag_earth_pred(0)) + getMagDeclination());
|
||||
|
||||
fuseHeading(measured_hdg, sq(_params.mag_heading_noise));
|
||||
float innovation = wrap_pi(getEulerYaw(_R_to_earth) - measured_hdg);
|
||||
|
||||
float obs_var = fmaxf(sq(_params.mag_heading_noise), 1.e-4f);
|
||||
|
||||
// Update the quaternion states and covariance matrix
|
||||
if (fuseYaw(innovation, obs_var)) {
|
||||
_time_last_mag_heading_fuse = _time_last_imu;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::run3DMagAndDeclFusions(const Vector3f &mag)
|
||||
{
|
||||
// For the first few seconds after in-flight alignment we allow the magnetic field state estimates to stabilise
|
||||
// before they are used to constrain heading drift
|
||||
const bool update_all_states = ((_imu_sample_delayed.time_us - _flt_mag_align_start_time) > (uint64_t)5e6)
|
||||
&& !_control_status.flags.mag_fault && !_control_status.flags.mag_field_disturbed;
|
||||
|
||||
if (!_mag_decl_cov_reset) {
|
||||
// After any magnetic field covariance reset event the earth field state
|
||||
// covariances need to be corrected to incorporate knowledge of the declination
|
||||
@@ -369,13 +354,13 @@ void Ekf::run3DMagAndDeclFusions(const Vector3f &mag)
|
||||
// states for the first few observations.
|
||||
fuseDeclination(0.02f);
|
||||
_mag_decl_cov_reset = true;
|
||||
fuseMag(mag);
|
||||
fuseMag(mag, update_all_states);
|
||||
|
||||
} else {
|
||||
// The normal sequence is to fuse the magnetometer data first before fusing
|
||||
// declination angle at a higher uncertainty to allow some learning of
|
||||
// declination angle over time.
|
||||
fuseMag(mag);
|
||||
fuseMag(mag, update_all_states);
|
||||
|
||||
if (_control_status.flags.mag_dec) {
|
||||
fuseDeclination(0.5f);
|
||||
@@ -383,12 +368,58 @@ void Ekf::run3DMagAndDeclFusions(const Vector3f &mag)
|
||||
}
|
||||
}
|
||||
|
||||
bool Ekf::otherHeadingSourcesHaveStopped()
|
||||
bool Ekf::resetMagStates()
|
||||
{
|
||||
// detect rising edge of noOtherYawAidingThanMag()
|
||||
bool result = noOtherYawAidingThanMag() && _non_mag_yaw_aiding_running_prev;
|
||||
bool reset = false;
|
||||
|
||||
_non_mag_yaw_aiding_running_prev = !noOtherYawAidingThanMag();
|
||||
// reinit mag states
|
||||
const bool mag_available = (_mag_counter != 0) && isRecent(_time_last_mag, 500000);
|
||||
|
||||
return result;
|
||||
// if world magnetic model (inclination, declination, strength) available then use it to reset mag states
|
||||
if (PX4_ISFINITE(_mag_inclination_gps) && PX4_ISFINITE(_mag_declination_gps) && PX4_ISFINITE(_mag_strength_gps)) {
|
||||
// use predicted earth field to reset states
|
||||
const Vector3f mag_earth_pred = Dcmf(Eulerf(0, -_mag_inclination_gps, _mag_declination_gps)) * Vector3f(_mag_strength_gps, 0, 0);
|
||||
_state.mag_I = mag_earth_pred;
|
||||
|
||||
ECL_DEBUG("resetting mag I to [%.3f, %.3f, %.3f]", (double)_state.mag_I(0), (double)_state.mag_I(1), (double)_state.mag_I(2));
|
||||
|
||||
if (mag_available) {
|
||||
const Dcmf R_to_body = quatToInverseRotMat(_state.quat_nominal);
|
||||
_state.mag_B = _mag_lpf.getState() - (R_to_body * mag_earth_pred);
|
||||
|
||||
ECL_DEBUG("resetting mag B to [%.3f, %.3f, %.3f]", (double)_state.mag_B(0), (double)_state.mag_B(1), (double)_state.mag_B(2));
|
||||
|
||||
} else {
|
||||
_state.mag_B.zero();
|
||||
}
|
||||
|
||||
reset = true;
|
||||
|
||||
} else if (mag_available && !magFieldStrengthDisturbed(_mag_lpf.getState())) {
|
||||
// Use the last magnetometer measurements to reset the field states
|
||||
|
||||
// calculate initial earth magnetic field states
|
||||
_state.mag_I = _R_to_earth * _mag_lpf.getState();
|
||||
_state.mag_B.zero();
|
||||
|
||||
ECL_DEBUG("resetting mag I to [%.3f, %.3f, %.3f]", (double)_state.mag_I(0), (double)_state.mag_I(1), (double)_state.mag_I(2));
|
||||
|
||||
reset = true;
|
||||
}
|
||||
|
||||
if (reset) {
|
||||
resetMagCov();
|
||||
|
||||
if (mag_available) {
|
||||
// record the start time for the magnetic field alignment
|
||||
_flt_mag_align_start_time = _imu_sample_delayed.time_us;
|
||||
_control_status.flags.mag_aligned_in_flight = true;
|
||||
_time_last_mag_heading_fuse = _time_last_imu;
|
||||
_time_last_mag_3d_fuse = _time_last_imu;
|
||||
}
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
+136
-228
@@ -45,7 +45,7 @@
|
||||
|
||||
#include <mathlib/mathlib.h>
|
||||
|
||||
void Ekf::fuseMag(const Vector3f &mag)
|
||||
bool Ekf::fuseMag(const Vector3f &mag, bool update_all_states)
|
||||
{
|
||||
// assign intermediate variables
|
||||
const float &q0 = _state.quat_nominal(0);
|
||||
@@ -96,7 +96,7 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magX %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
_fault_status.flags.bad_mag_x = false;
|
||||
@@ -138,7 +138,7 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magY %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
_fault_status.flags.bad_mag_y = false;
|
||||
@@ -150,7 +150,7 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magZ %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
_fault_status.flags.bad_mag_z = false;
|
||||
@@ -174,27 +174,32 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
for (uint8_t index = 0; index <= 2; index++) {
|
||||
_mag_test_ratio(index) = sq(_mag_innov(index)) / (sq(math::max(_params.mag_innov_gate, 1.0f)) * _mag_innov_var(index));
|
||||
|
||||
if (_mag_test_ratio(index) > 1.0f) {
|
||||
all_innovation_checks_passed = false;
|
||||
_innov_check_fail_status.value |= (1 << (index + 3));
|
||||
bool rejected = (_mag_test_ratio(index) > 1.f);
|
||||
|
||||
} else {
|
||||
_innov_check_fail_status.value &= ~(1 << (index + 3));
|
||||
switch (index) {
|
||||
case 0:
|
||||
_innov_check_fail_status.flags.reject_mag_x = rejected;
|
||||
break;
|
||||
|
||||
case 1:
|
||||
_innov_check_fail_status.flags.reject_mag_y = rejected;
|
||||
break;
|
||||
|
||||
case 2:
|
||||
_innov_check_fail_status.flags.reject_mag_z = rejected;
|
||||
break;
|
||||
}
|
||||
|
||||
if (rejected) {
|
||||
all_innovation_checks_passed = false;
|
||||
}
|
||||
}
|
||||
|
||||
// we are no longer using heading fusion so set the reported test level to zero
|
||||
_yaw_test_ratio = 0.0f;
|
||||
|
||||
// if any axis fails, abort the mag fusion
|
||||
if (!all_innovation_checks_passed) {
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
// For the first few seconds after in-flight alignment we allow the magnetic field state estimates to stabilise
|
||||
// before they are used to constrain heading drift
|
||||
const bool update_all_states = ((_imu_sample_delayed.time_us - _flt_mag_align_start_time) > (uint64_t)5e6);
|
||||
|
||||
// Observation jacobian and Kalman gain vectors
|
||||
SparseVector24f<0,1,2,3,16,17,18,19,20,21> Hfusion;
|
||||
Vector24f Kfusion;
|
||||
@@ -276,7 +281,7 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magY %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
const float HKY24 = 1.0F/_mag_innov_var(1);
|
||||
|
||||
@@ -356,7 +361,7 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magZ %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
const float HKZ24 = 1.0F/_mag_innov_var(2);
|
||||
@@ -419,93 +424,17 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
limitDeclination();
|
||||
}
|
||||
}
|
||||
|
||||
if (!_fault_status.flags.bad_mag_x && !_fault_status.flags.bad_mag_y && !_fault_status.flags.bad_mag_z) {
|
||||
_time_last_mag_3d_fuse = _time_last_imu;
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
bool Ekf::fuseYaw321(float yaw, float yaw_variance, bool zero_innovation)
|
||||
{
|
||||
// assign intermediate state variables
|
||||
const float &q0 = _state.quat_nominal(0);
|
||||
const float &q1 = _state.quat_nominal(1);
|
||||
const float &q2 = _state.quat_nominal(2);
|
||||
const float &q3 = _state.quat_nominal(3);
|
||||
|
||||
const float R_YAW = fmaxf(yaw_variance, 1.0e-4f);
|
||||
const float measurement = wrap_pi(yaw);
|
||||
|
||||
// calculate 321 yaw observation matrix
|
||||
// choose A or B computational paths to avoid singularity in derivation at +-90 degrees yaw
|
||||
bool canUseA = false;
|
||||
const float SA0 = 2*q3;
|
||||
const float SA1 = 2*q2;
|
||||
const float SA2 = SA0*q0 + SA1*q1;
|
||||
const float SA3 = sq(q0) + sq(q1) - sq(q2) - sq(q3);
|
||||
float SA4, SA5_inv;
|
||||
|
||||
if (sq(SA3) > 1e-6f) {
|
||||
SA4 = 1.0F/sq(SA3);
|
||||
SA5_inv = sq(SA2)*SA4 + 1;
|
||||
canUseA = fabsf(SA5_inv) > 1e-6f;
|
||||
}
|
||||
|
||||
bool canUseB = false;
|
||||
const float SB0 = 2*q0;
|
||||
const float SB1 = 2*q1;
|
||||
const float SB2 = SB0*q3 + SB1*q2;
|
||||
const float SB4 = sq(q0) + sq(q1) - sq(q2) - sq(q3);
|
||||
float SB3, SB5_inv;
|
||||
|
||||
if (sq(SB2) > 1e-6f) {
|
||||
SB3 = 1.0F/sq(SB2);
|
||||
SB5_inv = SB3*sq(SB4) + 1;
|
||||
canUseB = fabsf(SB5_inv) > 1e-6f;
|
||||
}
|
||||
|
||||
Vector4f H_YAW;
|
||||
|
||||
if (canUseA && (!canUseB || fabsf(SA5_inv) >= fabsf(SB5_inv))) {
|
||||
const float SA5 = 1.0F/SA5_inv;
|
||||
const float SA6 = 1.0F/SA3;
|
||||
const float SA7 = SA2*SA4;
|
||||
const float SA8 = 2*SA7;
|
||||
const float SA9 = 2*SA6;
|
||||
|
||||
H_YAW(0) = SA5*(SA0*SA6 - SA8*q0);
|
||||
H_YAW(1) = SA5*(SA1*SA6 - SA8*q1);
|
||||
H_YAW(2) = SA5*(SA1*SA7 + SA9*q1);
|
||||
H_YAW(3) = SA5*(SA0*SA7 + SA9*q0);
|
||||
} else if (canUseB && (!canUseA || fabsf(SB5_inv) > fabsf(SA5_inv))) {
|
||||
const float SB5 = 1.0F/SB5_inv;
|
||||
const float SB6 = 1.0F/SB2;
|
||||
const float SB7 = SB3*SB4;
|
||||
const float SB8 = 2*SB7;
|
||||
const float SB9 = 2*SB6;
|
||||
|
||||
H_YAW(0) = -SB5*(SB0*SB6 - SB8*q3);
|
||||
H_YAW(1) = -SB5*(SB1*SB6 - SB8*q2);
|
||||
H_YAW(2) = -SB5*(-SB1*SB7 - SB9*q2);
|
||||
H_YAW(3) = -SB5*(-SB0*SB7 - SB9*q3);
|
||||
} else {
|
||||
return false;
|
||||
}
|
||||
|
||||
// calculate the yaw innovation and wrap to the interval between +-pi
|
||||
float innovation;
|
||||
|
||||
if (zero_innovation) {
|
||||
innovation = 0.0f;
|
||||
|
||||
} else {
|
||||
innovation = wrap_pi(atan2f(_R_to_earth(1, 0), _R_to_earth(0, 0)) - measurement);
|
||||
}
|
||||
|
||||
// define the innovation gate size
|
||||
float innov_gate = math::max(_params.heading_innov_gate, 1.0f);
|
||||
|
||||
// Update the quaternion states and covariance matrix
|
||||
return updateQuaternion(innovation, R_YAW, innov_gate, H_YAW);
|
||||
}
|
||||
|
||||
bool Ekf::fuseYaw312(float yaw, float yaw_variance, bool zero_innovation)
|
||||
// update quaternion states and covariances using the yaw innovation and yaw observation variance
|
||||
bool Ekf::fuseYaw(const float innovation, const float variance)
|
||||
{
|
||||
// assign intermediate state variables
|
||||
const float q0 = _state.quat_nominal(0);
|
||||
@@ -513,86 +442,113 @@ bool Ekf::fuseYaw312(float yaw, float yaw_variance, bool zero_innovation)
|
||||
const float q2 = _state.quat_nominal(2);
|
||||
const float q3 = _state.quat_nominal(3);
|
||||
|
||||
const float R_YAW = fmaxf(yaw_variance, 1.0e-4f);
|
||||
const float measurement = wrap_pi(yaw);
|
||||
|
||||
// calculate 312 yaw observation matrix
|
||||
// choose A or B computational paths to avoid singularity in derivation at +-90 degrees yaw
|
||||
bool canUseA = false;
|
||||
const float SA0 = 2*q3;
|
||||
const float SA1 = 2*q2;
|
||||
const float SA2 = SA0*q0 - SA1*q1;
|
||||
const float SA3 = sq(q0) - sq(q1) + sq(q2) - sq(q3);
|
||||
float SA4, SA5_inv;
|
||||
bool canUseB = false;
|
||||
|
||||
float SA0;
|
||||
float SA1;
|
||||
float SA2;
|
||||
float SA3;
|
||||
float SA4;
|
||||
float SA5_inv;
|
||||
|
||||
float SB0;
|
||||
float SB1;
|
||||
float SB2;
|
||||
float SB3;
|
||||
float SB4;
|
||||
float SB5_inv;
|
||||
|
||||
const bool fuse_yaw_321 = shouldUse321RotationSequence(_R_to_earth);
|
||||
|
||||
if (fuse_yaw_321) {
|
||||
// calculate 321 yaw observation matrix
|
||||
SA0 = 2*q3;
|
||||
SA1 = 2*q2;
|
||||
SA2 = SA0*q0 + SA1*q1;
|
||||
SA3 = sq(q0) + sq(q1) - sq(q2) - sq(q3);
|
||||
|
||||
SB0 = 2*q0;
|
||||
SB1 = 2*q1;
|
||||
SB2 = SB0*q3 + SB1*q2;
|
||||
SB4 = sq(q0) + sq(q1) - sq(q2) - sq(q3);
|
||||
|
||||
} else {
|
||||
// calculate 312 yaw observation matrix
|
||||
SA0 = 2*q3;
|
||||
SA1 = 2*q2;
|
||||
SA2 = SA0*q0 - SA1*q1;
|
||||
SA3 = sq(q0) - sq(q1) + sq(q2) - sq(q3);
|
||||
|
||||
SB0 = 2*q0;
|
||||
SB1 = 2*q1;
|
||||
SB2 = -SB0*q3 + SB1*q2;
|
||||
SB4 = -sq(q0) + sq(q1) - sq(q2) + sq(q3);
|
||||
}
|
||||
|
||||
if (sq(SA3) > 1e-6f) {
|
||||
SA4 = 1.0F/sq(SA3);
|
||||
SA5_inv = sq(SA2)*SA4 + 1;
|
||||
SA4 = 1.f/sq(SA3);
|
||||
SA5_inv = sq(SA2)*SA4 + 1.f;
|
||||
canUseA = fabsf(SA5_inv) > 1e-6f;
|
||||
}
|
||||
|
||||
bool canUseB = false;
|
||||
const float SB0 = 2*q0;
|
||||
const float SB1 = 2*q1;
|
||||
const float SB2 = -SB0*q3 + SB1*q2;
|
||||
const float SB4 = -sq(q0) + sq(q1) - sq(q2) + sq(q3);
|
||||
float SB3, SB5_inv;
|
||||
|
||||
if (sq(SB2) > 1e-6f) {
|
||||
SB3 = 1.0F/sq(SB2);
|
||||
SB5_inv = SB3*sq(SB4) + 1;
|
||||
SB3 = 1.f/sq(SB2);
|
||||
SB5_inv = SB3*sq(SB4) + 1.f;
|
||||
canUseB = fabsf(SB5_inv) > 1e-6f;
|
||||
}
|
||||
|
||||
Vector4f H_YAW;
|
||||
|
||||
if (canUseA && (!canUseB || fabsf(SA5_inv) >= fabsf(SB5_inv))) {
|
||||
const float SA5 = 1.0F/SA5_inv;
|
||||
const float SA6 = 1.0F/SA3;
|
||||
const float SA5 = 1.f/SA5_inv;
|
||||
const float SA6 = 1.f/SA3;
|
||||
const float SA7 = SA2*SA4;
|
||||
const float SA8 = 2*SA7;
|
||||
const float SA9 = 2*SA6;
|
||||
|
||||
H_YAW(0) = SA5*(SA0*SA6 - SA8*q0);
|
||||
H_YAW(1) = SA5*(-SA1*SA6 + SA8*q1);
|
||||
H_YAW(2) = SA5*(-SA1*SA7 - SA9*q1);
|
||||
H_YAW(3) = SA5*(SA0*SA7 + SA9*q0);
|
||||
if (fuse_yaw_321) {
|
||||
// calculate 321 yaw observation matrix
|
||||
H_YAW(0) = SA5*(SA0*SA6 - SA8*q0);
|
||||
H_YAW(1) = SA5*(SA1*SA6 - SA8*q1);
|
||||
H_YAW(2) = SA5*(SA1*SA7 + SA9*q1);
|
||||
H_YAW(3) = SA5*(SA0*SA7 + SA9*q0);
|
||||
|
||||
} else {
|
||||
// calculate 312 yaw observation matrix
|
||||
H_YAW(0) = SA5*(SA0*SA6 - SA8*q0);
|
||||
H_YAW(1) = SA5*(-SA1*SA6 + SA8*q1);
|
||||
H_YAW(2) = SA5*(-SA1*SA7 - SA9*q1);
|
||||
H_YAW(3) = SA5*(SA0*SA7 + SA9*q0);
|
||||
}
|
||||
|
||||
} else if (canUseB && (!canUseA || fabsf(SB5_inv) > fabsf(SA5_inv))) {
|
||||
const float SB5 = 1.0F/SB5_inv;
|
||||
const float SB6 = 1.0F/SB2;
|
||||
const float SB5 = 1.f/SB5_inv;
|
||||
const float SB6 = 1.f/SB2;
|
||||
const float SB7 = SB3*SB4;
|
||||
const float SB8 = 2*SB7;
|
||||
const float SB9 = 2*SB6;
|
||||
|
||||
H_YAW(0) = -SB5*(-SB0*SB6 + SB8*q3);
|
||||
H_YAW(1) = -SB5*(SB1*SB6 - SB8*q2);
|
||||
H_YAW(2) = -SB5*(-SB1*SB7 - SB9*q2);
|
||||
H_YAW(3) = -SB5*(SB0*SB7 + SB9*q3);
|
||||
if (fuse_yaw_321) {
|
||||
// calculate 321 yaw observation matrix
|
||||
H_YAW(0) = -SB5*(SB0*SB6 - SB8*q3);
|
||||
H_YAW(1) = -SB5*(SB1*SB6 - SB8*q2);
|
||||
H_YAW(2) = -SB5*(-SB1*SB7 - SB9*q2);
|
||||
H_YAW(3) = -SB5*(-SB0*SB7 - SB9*q3);
|
||||
|
||||
} else {
|
||||
// calculate 312 yaw observation matrix
|
||||
H_YAW(0) = -SB5*(-SB0*SB6 + SB8*q3);
|
||||
H_YAW(1) = -SB5*(SB1*SB6 - SB8*q2);
|
||||
H_YAW(2) = -SB5*(-SB1*SB7 - SB9*q2);
|
||||
H_YAW(3) = -SB5*(SB0*SB7 + SB9*q3);
|
||||
}
|
||||
|
||||
} else {
|
||||
return false;
|
||||
}
|
||||
|
||||
float innovation;
|
||||
|
||||
if (zero_innovation) {
|
||||
innovation = 0.0f;
|
||||
|
||||
} else {
|
||||
// calculate the the innovation and wrap to the interval between +-pi
|
||||
innovation = wrap_pi(atan2f(-_R_to_earth(0, 1), _R_to_earth(1, 1)) - measurement);
|
||||
}
|
||||
|
||||
// define the innovation gate size
|
||||
float innov_gate = math::max(_params.heading_innov_gate, 1.0f);
|
||||
|
||||
// Update the quaternion states and covariance matrix
|
||||
return updateQuaternion(innovation, R_YAW, innov_gate, H_YAW);
|
||||
}
|
||||
|
||||
// update quaternion states and covariances using the yaw innovation, yaw observation variance and yaw Jacobian
|
||||
bool Ekf::updateQuaternion(const float innovation, const float variance, const float gate_sigma,
|
||||
const Vector4f &yaw_jacobian)
|
||||
{
|
||||
// Calculate innovation variance and Kalman gains, taking advantage of the fact that only the first 4 elements in H are non zero
|
||||
// calculate the innovation variance
|
||||
_heading_innov_var = variance;
|
||||
@@ -601,10 +557,10 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
float tmp = 0.0f;
|
||||
|
||||
for (uint8_t col = 0; col <= 3; col++) {
|
||||
tmp += P(row, col) * yaw_jacobian(col);
|
||||
tmp += P(row, col) * H_YAW(col);
|
||||
}
|
||||
|
||||
_heading_innov_var += yaw_jacobian(row) * tmp;
|
||||
_heading_innov_var += H_YAW(row) * tmp;
|
||||
}
|
||||
|
||||
float heading_innov_var_inv;
|
||||
@@ -621,7 +577,7 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
|
||||
// we reinitialise the covariance matrix and abort this fusion step
|
||||
initialiseCovariance();
|
||||
ECL_ERR("mag yaw fusion numerical error - covariance reset");
|
||||
ECL_ERR("yaw fusion numerical error - covariance reset");
|
||||
return false;
|
||||
}
|
||||
|
||||
@@ -631,7 +587,7 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
|
||||
for (uint8_t row = 0; row <= 15; row++) {
|
||||
for (uint8_t col = 0; col <= 3; col++) {
|
||||
Kfusion(row) += P(row, col) * yaw_jacobian(col);
|
||||
Kfusion(row) += P(row, col) * H_YAW(col);
|
||||
}
|
||||
|
||||
Kfusion(row) *= heading_innov_var_inv;
|
||||
@@ -640,19 +596,19 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
if (_control_status.flags.wind) {
|
||||
for (uint8_t row = 22; row <= 23; row++) {
|
||||
for (uint8_t col = 0; col <= 3; col++) {
|
||||
Kfusion(row) += P(row, col) * yaw_jacobian(col);
|
||||
Kfusion(row) += P(row, col) * H_YAW(col);
|
||||
}
|
||||
|
||||
Kfusion(row) *= heading_innov_var_inv;
|
||||
}
|
||||
}
|
||||
|
||||
// define the innovation gate size
|
||||
float gate_sigma = math::max(_params.heading_innov_gate, 1.f);
|
||||
|
||||
// innovation test ratio
|
||||
_yaw_test_ratio = sq(innovation) / (sq(gate_sigma) * _heading_innov_var);
|
||||
|
||||
// we are no longer using 3-axis fusion so set the reported test levels to zero
|
||||
_mag_test_ratio.setZero();
|
||||
|
||||
// set the magnetometer unhealthy if the test fails
|
||||
if (_yaw_test_ratio > 1.0f) {
|
||||
_innov_check_fail_status.flags.reject_yaw = true;
|
||||
@@ -660,7 +616,10 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
// if we are in air we don't want to fuse the measurement
|
||||
// we allow to use it when on the ground because the large innovation could be caused
|
||||
// by interference or a large initial gyro bias
|
||||
if (!_control_status.flags.in_air && isTimedOut(_time_last_in_air, (uint64_t)5e6)) {
|
||||
if (!_control_status.flags.in_air
|
||||
&& isTimedOut(_time_last_in_air, (uint64_t)5e6)
|
||||
&& isTimedOut(_time_last_heading_fuse, (uint64_t)1e6)
|
||||
) {
|
||||
// constrain the innovation to the maximum set by the gate
|
||||
// we need to delay this forced fusion to avoid starting it
|
||||
// immediately after touchdown, when the drone is still armed
|
||||
@@ -688,10 +647,10 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
|
||||
for (unsigned row = 0; row < _k_num_states; row++) {
|
||||
|
||||
KH[0] = Kfusion(row) * yaw_jacobian(0);
|
||||
KH[1] = Kfusion(row) * yaw_jacobian(1);
|
||||
KH[2] = Kfusion(row) * yaw_jacobian(2);
|
||||
KH[3] = Kfusion(row) * yaw_jacobian(3);
|
||||
KH[0] = Kfusion(row) * H_YAW(0);
|
||||
KH[1] = Kfusion(row) * H_YAW(1);
|
||||
KH[2] = Kfusion(row) * H_YAW(2);
|
||||
KH[3] = Kfusion(row) * H_YAW(3);
|
||||
|
||||
for (unsigned column = 0; column < _k_num_states; column++) {
|
||||
float tmp = KH[0] * P(0, column);
|
||||
@@ -715,68 +674,15 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
// apply the state corrections
|
||||
fuse(Kfusion, _heading_innov);
|
||||
|
||||
_time_last_heading_fuse = _time_last_imu;
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
void Ekf::fuseHeading(float measured_hdg, float obs_var)
|
||||
{
|
||||
// observation variance
|
||||
float R_YAW = PX4_ISFINITE(obs_var) ? obs_var : 0.01f;
|
||||
|
||||
// update transformation matrix from body to world frame using the current state estimate
|
||||
const float predicted_hdg = getEulerYaw(_R_to_earth);
|
||||
|
||||
if (!PX4_ISFINITE(measured_hdg)) {
|
||||
measured_hdg = predicted_hdg;
|
||||
}
|
||||
|
||||
// handle special case where yaw measurement is unavailable
|
||||
bool fuse_zero_innov = false;
|
||||
|
||||
if (_is_yaw_fusion_inhibited) {
|
||||
// The yaw measurement cannot be trusted but we need to fuse something to prevent a badly
|
||||
// conditioned covariance matrix developing over time.
|
||||
if (!_control_status.flags.vehicle_at_rest) {
|
||||
// Vehicle is not at rest so fuse a zero innovation if necessary to prevent
|
||||
// unconstrained quaternion variance growth and record the predicted heading
|
||||
// to use as an observation when movement ceases.
|
||||
// TODO a better way of determining when this is necessary
|
||||
const float sumQuatVar = P(0, 0) + P(1, 1) + P(2, 2) + P(3, 3);
|
||||
|
||||
if (sumQuatVar > _params.quat_max_variance) {
|
||||
fuse_zero_innov = true;
|
||||
R_YAW = 0.25f;
|
||||
}
|
||||
|
||||
_last_static_yaw = predicted_hdg;
|
||||
|
||||
} else {
|
||||
// Vehicle is at rest so use the last moving prediction as an observation
|
||||
// to prevent the heading from drifting and to enable yaw gyro bias learning
|
||||
// before takeoff.
|
||||
if (!PX4_ISFINITE(_last_static_yaw)) {
|
||||
_last_static_yaw = predicted_hdg;
|
||||
}
|
||||
|
||||
measured_hdg = _last_static_yaw;
|
||||
}
|
||||
|
||||
} else {
|
||||
_last_static_yaw = predicted_hdg;
|
||||
}
|
||||
|
||||
if (shouldUse321RotationSequence(_R_to_earth)) {
|
||||
fuseYaw321(measured_hdg, R_YAW, fuse_zero_innov);
|
||||
|
||||
} else {
|
||||
fuseYaw312(measured_hdg, R_YAW, fuse_zero_innov);
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::fuseDeclination(float decl_sigma)
|
||||
bool Ekf::fuseDeclination(float decl_sigma)
|
||||
{
|
||||
// assign intermediate state variables
|
||||
const float &magN = _state.mag_I(0);
|
||||
@@ -791,7 +697,7 @@ void Ekf::fuseDeclination(float decl_sigma)
|
||||
// Calculate intermediate variables
|
||||
if (fabsf(magN) < sq(N_field_min)) {
|
||||
// calculation is badly conditioned close to +-90 deg declination
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
const float HK0 = ecl::powf(magN, -2);
|
||||
@@ -810,7 +716,7 @@ void Ekf::fuseDeclination(float decl_sigma)
|
||||
HK9 = HK4/innovation_variance;
|
||||
} else {
|
||||
// variance calculation is badly conditioned
|
||||
return;
|
||||
return false;
|
||||
}
|
||||
|
||||
// Calculate the observation Jacobian
|
||||
@@ -843,6 +749,8 @@ void Ekf::fuseDeclination(float decl_sigma)
|
||||
if (is_fused) {
|
||||
limitDeclination();
|
||||
}
|
||||
|
||||
return is_fused;
|
||||
}
|
||||
|
||||
void Ekf::limitDeclination()
|
||||
|
||||
@@ -1,3 +1,36 @@
|
||||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2020-2022 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.
|
||||
*
|
||||
****************************************************************************/
|
||||
|
||||
#include "utils.hpp"
|
||||
|
||||
matrix::Dcmf taitBryan312ToRotMat(const matrix::Vector3f &rot312)
|
||||
|
||||
@@ -1,3 +1,36 @@
|
||||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2020-2022 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.
|
||||
*
|
||||
****************************************************************************/
|
||||
|
||||
#include <matrix/math.hpp>
|
||||
|
||||
#ifndef EKF_UTILS_HPP
|
||||
|
||||
@@ -0,0 +1,81 @@
|
||||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2022 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.
|
||||
*
|
||||
****************************************************************************/
|
||||
|
||||
/**
|
||||
* @file zero_innovation_heading_update.cpp
|
||||
* Control function for ekf heading update when at rest or no other heading source available
|
||||
*/
|
||||
|
||||
#include "ekf.h"
|
||||
|
||||
void Ekf::controlZeroInnovationHeadingUpdate()
|
||||
{
|
||||
// When at rest or no source of yaw aiding is active yaw fusion is run selectively to enable yaw gyro
|
||||
// bias learning when stationary on ground and to prevent uncontrolled yaw variance growth
|
||||
if (_control_status.flags.vehicle_at_rest && _control_status.flags.tilt_align) {
|
||||
|
||||
const float euler_yaw = getEulerYaw(_R_to_earth);
|
||||
|
||||
// record static yaw when transitioning to at rest
|
||||
if (!PX4_ISFINITE(_last_static_yaw)) {
|
||||
_last_static_yaw = euler_yaw;
|
||||
}
|
||||
|
||||
// fuse last static yaw at a limited rate (every 1000 milliseconds)
|
||||
if (isTimedOut(_time_last_heading_fuse, (uint64_t)1'000'000)) {
|
||||
float innovation = wrap_pi(euler_yaw - _last_static_yaw);
|
||||
float obs_var = 0.001f;
|
||||
fuseYaw(innovation, obs_var);
|
||||
}
|
||||
|
||||
} else {
|
||||
// vehicle moving or tilt alignment not yet completed
|
||||
|
||||
const float sumQuatVar = P(0, 0) + P(1, 1) + P(2, 2) + P(3, 3);
|
||||
|
||||
if (sumQuatVar > _params.quat_max_variance) {
|
||||
// if necessary fuse zero innovation to prevent unconstrained quaternion variance growth
|
||||
float innovation = 0.f;
|
||||
float obs_var = 0.25f;
|
||||
fuseYaw(innovation, obs_var);
|
||||
|
||||
} else if (!_control_status.flags.tilt_align) {
|
||||
// fuse zero heading innovation during the leveling fine alignment step to keep the yaw variance low
|
||||
float innovation = 0.f;
|
||||
float obs_var = 0.01f;
|
||||
fuseYaw(innovation, obs_var);
|
||||
}
|
||||
|
||||
_last_static_yaw = getEulerYaw(_R_to_earth);
|
||||
}
|
||||
}
|
||||
@@ -92,6 +92,7 @@ EKF2::EKF2(bool multi_mode, const px4::wq_config_t &config, bool replay_mode):
|
||||
_param_ekf2_beta_noise(_params->beta_noise),
|
||||
_param_ekf2_mag_decl(_params->mag_declination_deg),
|
||||
_param_ekf2_hdg_gate(_params->heading_innov_gate),
|
||||
_param_ekf2_hdg_init(_params->heading_init_deg),
|
||||
_param_ekf2_mag_gate(_params->mag_innov_gate),
|
||||
_param_ekf2_decl_type(_params->mag_declination_source),
|
||||
_param_ekf2_mag_type(_params->mag_fusion_type),
|
||||
@@ -690,6 +691,7 @@ void EKF2::PublishEventFlags(const hrt_abstime ×tamp)
|
||||
event_flags.starting_vision_vel_fusion = _ekf.information_event_flags().starting_vision_vel_fusion;
|
||||
event_flags.starting_vision_yaw_fusion = _ekf.information_event_flags().starting_vision_yaw_fusion;
|
||||
event_flags.yaw_aligned_to_imu_gps = _ekf.information_event_flags().yaw_aligned_to_imu_gps;
|
||||
event_flags.yaw_aligned_to_param = _ekf.information_event_flags().yaw_aligned_to_param;
|
||||
|
||||
event_flags.warning_event_changes = _filter_warning_event_changes;
|
||||
event_flags.gps_quality_poor = _ekf.warning_event_flags().gps_quality_poor;
|
||||
@@ -1334,6 +1336,7 @@ void EKF2::PublishYawEstimatorStatus(const hrt_abstime ×tamp)
|
||||
yaw_est_test_data.innov_vn, yaw_est_test_data.innov_ve,
|
||||
yaw_est_test_data.weight)) {
|
||||
|
||||
yaw_est_test_data.yaw_composite_valid = _ekf.isYawEmergencyEstimateAvailable();
|
||||
yaw_est_test_data.timestamp_sample = _ekf.get_imu_sample_delayed().time_us;
|
||||
yaw_est_test_data.timestamp = _replay_mode ? timestamp : hrt_absolute_time();
|
||||
|
||||
|
||||
@@ -385,6 +385,7 @@ private:
|
||||
(ParamExtFloat<px4::params::EKF2_MAG_DECL>) _param_ekf2_mag_decl,///< magnetic declination (degrees)
|
||||
(ParamExtFloat<px4::params::EKF2_HDG_GATE>)
|
||||
_param_ekf2_hdg_gate,///< heading fusion innovation consistency gate size (STD)
|
||||
(ParamExtFloat<px4::params::EKF2_HDG_INIT>) _param_ekf2_hdg_init,
|
||||
(ParamExtFloat<px4::params::EKF2_MAG_GATE>)
|
||||
_param_ekf2_mag_gate, ///< magnetometer fusion innovation consistency gate size (STD)
|
||||
(ParamExtInt<px4::params::EKF2_DECL_TYPE>)
|
||||
|
||||
@@ -442,6 +442,19 @@ PARAM_DEFINE_FLOAT(EKF2_BETA_NOISE, 0.3f);
|
||||
*/
|
||||
PARAM_DEFINE_FLOAT(EKF2_HDG_GATE, 2.6f);
|
||||
|
||||
/**
|
||||
* Initial heading angle
|
||||
*
|
||||
* Initial heading angle to use when no yaw source is available (magnetometer, GPS yaw, vision yaw)
|
||||
*
|
||||
* @group EKF2
|
||||
* @min 0
|
||||
* @max 359
|
||||
* @unit deg
|
||||
* @decimal 1
|
||||
*/
|
||||
PARAM_DEFINE_FLOAT(EKF2_HDG_INIT, 2.6f);
|
||||
|
||||
/**
|
||||
* Gate size for magnetometer XYZ component fusion
|
||||
*
|
||||
|
||||
@@ -68,324 +68,324 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
|
||||
6590000,1,-0.00939,-0.0109,-0.0169,0.00352,0.00841,-0.0946,0.0017,0.00262,-365,-1.61e-05,-5.73e-05,2.58e-07,-1.13e-07,1.43e-07,1.72e-06,0.192,0.00189,0.404,0,0,0,0,0,2.18e-07,0.000442,0.000442,0.000377,0.248,0.248,1.03,0.143,0.143,0.229,1.2e-08,1.2e-08,1.05e-08,3.86e-06,3.86e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
6690000,1,-0.0094,-0.0109,-0.017,0.00346,0.00674,-0.0733,0.0013,0.00216,-365,-1.58e-05,-5.74e-05,2.52e-07,-3.26e-07,-4.56e-08,-1.49e-06,0.192,0.00189,0.404,0,0,0,0,0,2.03e-07,0.000378,0.000378,0.000371,0.196,0.196,0.746,0.108,0.108,0.206,9.76e-09,9.77e-09,1e-08,3.86e-06,3.86e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
6790000,1,-0.00938,-0.0109,-0.017,0.00318,0.00814,-0.11,0.00165,0.0029,-365,-1.58e-05,-5.74e-05,2.52e-07,-2.73e-07,-9.32e-08,9.41e-07,0.192,0.00189,0.404,0,0,0,0,0,2.04e-07,0.000394,0.000394,0.000366,0.225,0.225,0.577,0.136,0.136,0.196,9.76e-09,9.77e-09,9.57e-09,3.86e-06,3.86e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
6890000,0.706,0.0013,-0.0143,0.708,0.00244,0.00869,-0.121,0.00124,0.00242,-365,-1.56e-05,-5.75e-05,2.48e-07,-4.13e-07,-3.48e-07,4.85e-07,0.209,0.00206,0.432,0,0,0,0,0,0.00103,0.000339,0.000338,0.00132,0.176,0.176,0.442,0.104,0.104,0.178,7.97e-09,7.98e-09,9.28e-09,3.86e-06,3.86e-06,3.98e-06,0,0,0,0,0,0,0,0
|
||||
6990000,0.704,0.00139,-0.0142,0.71,0.0024,0.00926,-0.123,0.00147,0.00334,-365,-1.56e-05,-5.75e-05,1.96e-07,-4.79e-07,-2.87e-07,-2.51e-06,0.209,0.00206,0.432,0,0,0,0,0,0.000622,0.000339,0.000339,0.000783,0.178,0.178,0.347,0.128,0.128,0.163,7.97e-09,7.98e-09,9.28e-09,3.86e-06,3.86e-06,3.98e-06,0,0,0,0,0,0,0,0
|
||||
7090000,0.703,0.0014,-0.0142,0.711,0.00185,0.00856,-0.124,0.00169,0.00421,-365,-1.56e-05,-5.75e-05,1.16e-07,-5.58e-07,-2.14e-07,-6.11e-06,0.209,0.00206,0.432,0,0,0,0,0,0.000475,0.00034,0.000339,0.000593,0.184,0.184,0.287,0.156,0.156,0.156,7.97e-09,7.97e-09,9.28e-09,3.86e-06,3.86e-06,3.97e-06,0,0,0,0,0,0,0,0
|
||||
7190000,0.703,0.0014,-0.0141,0.711,0.000163,0.00836,-0.145,0.00179,0.00506,-365,-1.56e-05,-5.75e-05,1.08e-07,-5.09e-07,-2.57e-07,-3.87e-06,0.209,0.00206,0.432,0,0,0,0,0,0.000383,0.000341,0.000341,0.000473,0.193,0.193,0.236,0.188,0.188,0.144,7.97e-09,7.97e-09,9.28e-09,3.86e-06,3.86e-06,3.96e-06,0,0,0,0,0,0,0,0
|
||||
7290000,0.703,0.00142,-0.0141,0.711,-0.00132,0.00825,-0.145,0.00174,0.00587,-365,-1.56e-05,-5.75e-05,1.86e-07,-6.59e-07,-1.32e-07,-1.07e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000326,0.000342,0.000342,0.000399,0.205,0.205,0.198,0.223,0.223,0.134,7.96e-09,7.96e-09,9.27e-09,3.86e-06,3.86e-06,3.95e-06,0,0,0,0,0,0,0,0
|
||||
7390000,0.703,0.00143,-0.014,0.711,-0.00145,0.00941,-0.157,0.00158,0.00678,-365,-1.56e-05,-5.75e-05,2.7e-07,-6.93e-07,-1.07e-07,-1.22e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000292,0.000344,0.000344,0.000355,0.221,0.221,0.174,0.263,0.263,0.13,7.96e-09,7.96e-09,9.27e-09,3.86e-06,3.86e-06,3.94e-06,0,0,0,0,0,0,0,0
|
||||
7490000,0.703,0.00149,-0.014,0.711,-0.00306,0.0095,-0.16,0.00133,0.00771,-365,-1.56e-05,-5.75e-05,3.27e-07,-8.61e-07,3.49e-08,-2e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000264,0.000346,0.000346,0.000318,0.24,0.24,0.152,0.307,0.307,0.122,7.94e-09,7.95e-09,9.26e-09,3.86e-06,3.86e-06,3.92e-06,0,0,0,0,0,0,0,0
|
||||
7590000,0.704,0.00149,-0.0139,0.71,-0.00496,0.0104,-0.165,0.000962,0.00872,-365,-1.56e-05,-5.76e-05,5.48e-07,-1.06e-06,1.91e-07,-2.88e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000243,0.000349,0.000349,0.00029,0.263,0.262,0.136,0.358,0.358,0.115,7.94e-09,7.95e-09,9.25e-09,3.86e-06,3.86e-06,3.9e-06,0,0,0,0,0,0,0,0
|
||||
7690000,0.704,0.00157,-0.0138,0.71,-0.00677,0.0109,-0.161,0.000372,0.00977,-365,-1.56e-05,-5.76e-05,5.72e-07,-1.51e-06,5.79e-07,-4.94e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000228,0.000352,0.000352,0.000271,0.289,0.289,0.126,0.414,0.414,0.112,7.94e-09,7.95e-09,9.24e-09,3.86e-06,3.86e-06,3.88e-06,0,0,0,0,0,0,0,0
|
||||
7790000,0.704,0.00159,-0.0138,0.711,-0.00815,0.0114,-0.16,-0.000355,0.0108,-365,-1.56e-05,-5.76e-05,2.37e-07,-1.95e-06,9.71e-07,-6.96e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000215,0.000355,0.000355,0.000253,0.318,0.318,0.116,0.475,0.475,0.107,7.92e-09,7.93e-09,9.22e-09,3.86e-06,3.86e-06,3.84e-06,0,0,0,0,0,0,0,0
|
||||
7890000,0.704,0.0016,-0.0138,0.71,-0.0109,0.013,-0.157,-0.0013,0.0121,-365,-1.56e-05,-5.76e-05,4.56e-07,-2.52e-06,1.44e-06,-9.52e-05,0.209,0.00206,0.432,0,0,0,0,0,0.000204,0.000359,0.000359,0.000239,0.351,0.351,0.109,0.546,0.546,0.102,7.92e-09,7.93e-09,9.2e-09,3.86e-06,3.86e-06,3.8e-06,0,0,0,0,0,0,0,0
|
||||
7990000,0.704,0.00163,-0.0138,0.71,-0.0128,0.0138,-0.163,-0.00248,0.0133,-365,-1.56e-05,-5.76e-05,6.86e-07,-2.77e-06,1.66e-06,-0.000108,0.209,0.00206,0.432,0,0,0,0,0,0.000196,0.000363,0.000363,0.000227,0.387,0.386,0.104,0.622,0.622,0.0981,7.9e-09,7.9e-09,9.17e-09,3.86e-06,3.86e-06,3.76e-06,0,0,0,0,0,0,0,0
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||||
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||||
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|
||||
|
||||
|
@@ -1,14 +1,14 @@
|
||||
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]
|
||||
10000,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
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90000,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
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||||
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||||
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||||
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||||
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||||
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||||
1090000,0.979,-0.0089,-0.0164,0.205,0.0231,-0.00143,-0.157,0.00285,-0.00013,-0.16,-1.3e-07,-1.8e-07,1.2e-09,2.81e-07,-2.33e-07,4.72e-06,0.203,0.0107,0.434,0,0,0,0,0,4.74e-05,0.00469,0.00469,0.00103,1.38,1.38,0.335,0.265,0.265,0.125,9.97e-07,9.97e-07,7.15e-07,4e-06,4e-06,3.97e-06,0,0,0,0,0,0,0,0
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||||
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|
||||
@@ -32,34 +32,34 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
|
||||
2990000,0.979,-0.00756,-0.0144,0.205,0.0208,0.00135,-0.207,0.00795,0.00069,-0.392,-1.84e-05,-4.14e-05,3.17e-07,3.11e-07,4.56e-06,-0.000471,0.203,0.0107,0.434,0,0,0,0,0,3.4e-05,0.00319,0.00319,0.000741,0.904,0.904,0.0929,0.211,0.211,0.0875,3.47e-07,3.47e-07,1.02e-07,3.95e-06,3.95e-06,2.98e-06,0,0,0,0,0,0,0,0
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||||
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||||
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33790000,0.983,-0.00696,-0.0114,0.185,-0.00357,-0.0465,-0.119,0.0653,-0.0175,-0.54,-1.4e-05,-5.63e-05,1.29e-06,-1.55e-05,-6.79e-05,-0.00106,0.204,0.00202,0.435,0,0,0,0,0,1.19e-06,4.76e-05,4.76e-05,3.09e-05,0.0453,0.0454,0.00586,0.0411,0.0411,0.0335,2.58e-11,2.58e-11,6.93e-11,2.67e-06,2.67e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33890000,0.983,-0.00698,-0.0114,0.185,-0.00767,-0.0442,-0.12,0.0647,-0.0221,-0.552,-1.4e-05,-5.63e-05,1.33e-06,-1.55e-05,-6.79e-05,-0.00106,0.204,0.00202,0.435,0,0,0,0,0,1.19e-06,4.77e-05,4.77e-05,3.08e-05,0.0531,0.0531,0.00584,0.0472,0.0472,0.0334,2.59e-11,2.59e-11,6.87e-11,2.67e-06,2.67e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
33990000,0.983,-0.00669,-0.0116,0.185,-0.00679,-0.0298,-0.118,0.0682,-0.0145,-0.562,-1.4e-05,-5.63e-05,1.28e-06,-4.01e-05,-9.79e-05,-0.00106,0.204,0.00202,0.435,0,0,0,0,0,1.19e-06,4.18e-05,4.18e-05,3.07e-05,0.0477,0.0477,0.00578,0.0422,0.0422,0.033,2.58e-11,2.58e-11,6.82e-11,2.57e-06,2.57e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34090000,0.983,-0.00664,-0.0116,0.185,-0.011,-0.0299,-0.118,0.0673,-0.0176,-0.574,-1.4e-05,-5.63e-05,1.26e-06,-4.01e-05,-9.79e-05,-0.00106,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,4.19e-05,4.19e-05,3.06e-05,0.0551,0.0552,0.00582,0.0487,0.0487,0.0331,2.59e-11,2.59e-11,6.77e-11,2.57e-06,2.57e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34190000,0.983,-0.00655,-0.0117,0.185,-0.0113,-0.0194,-0.117,0.0711,-0.0122,-0.585,-1.41e-05,-5.63e-05,1.28e-06,-5.79e-05,-0.000117,-0.00107,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.73e-05,3.73e-05,3.05e-05,0.0484,0.0484,0.00579,0.0432,0.0432,0.0328,2.59e-11,2.59e-11,6.71e-11,2.47e-06,2.46e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34290000,0.983,-0.00642,-0.0117,0.185,-0.0117,-0.0185,-0.117,0.07,-0.0141,-0.597,-1.41e-05,-5.63e-05,1.29e-06,-5.78e-05,-0.000117,-0.00107,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.74e-05,3.74e-05,3.04e-05,0.0553,0.0553,0.00583,0.05,0.05,0.0326,2.6e-11,2.6e-11,6.66e-11,2.47e-06,2.46e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34390000,0.983,-0.00632,-0.0117,0.185,-0.0125,-0.00913,-0.112,0.0717,-0.00944,-0.606,-1.41e-05,-5.63e-05,1.28e-06,-7.32e-05,-0.000131,-0.00107,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.39e-05,3.39e-05,3.05e-05,0.0477,0.0477,0.00585,0.044,0.044,0.0325,2.6e-11,2.6e-11,6.63e-11,2.35e-06,2.35e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34490000,0.983,-0.00639,-0.0116,0.185,-0.0152,-0.00809,-0.112,0.0703,-0.0103,-0.617,-1.41e-05,-5.63e-05,1.3e-06,-7.32e-05,-0.000131,-0.00107,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.4e-05,3.4e-05,3.06e-05,0.054,0.054,0.00591,0.051,0.051,0.0324,2.61e-11,2.61e-11,6.6e-11,2.35e-06,2.35e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34590000,0.983,-0.00635,-0.0115,0.185,-0.0115,-0.00443,0.682,0.0723,-0.00819,-0.595,-1.41e-05,-5.63e-05,1.29e-06,-8.61e-05,-0.000132,-0.00107,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.14e-05,3.14e-05,3.06e-05,0.0444,0.0444,0.00592,0.0446,0.0446,0.0321,2.62e-11,2.62e-11,6.57e-11,2.25e-06,2.24e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34690000,0.983,-0.00633,-0.0112,0.185,-0.0115,-0.00279,1.67,0.0712,-0.00855,-0.477,-1.41e-05,-5.63e-05,1.27e-06,-8.61e-05,-0.000132,-0.00107,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.15e-05,3.15e-05,3.07e-05,0.0479,0.0479,0.00602,0.0514,0.0514,0.0322,2.63e-11,2.63e-11,6.54e-11,2.25e-06,2.24e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34790000,0.983,-0.00631,-0.011,0.185,-0.0108,0.00124,2.64,0.0722,-0.00633,-0.299,-1.41e-05,-5.63e-05,1.26e-06,-7.16e-05,-0.000147,-0.00104,0.204,0.00202,0.435,0,0,0,0,0,1.18e-06,3.01e-05,3.01e-05,3.07e-05,0.0403,0.0403,0.00604,0.045,0.045,0.0319,2.63e-11,2.63e-11,6.51e-11,2.12e-06,2.12e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34890000,0.983,-0.0063,-0.0107,0.185,-0.0112,0.00316,3.63,0.0711,-0.00597,-0.00811,-1.41e-05,-5.63e-05,1.25e-06,-6.8e-05,-0.000149,-0.00104,0.204,0.00202,0.435,0,0,0,0,0,1.19e-06,3.02e-05,3.02e-05,3.08e-05,0.044,0.044,0.00614,0.0514,0.0514,0.0318,2.64e-11,2.64e-11,6.47e-11,2.12e-06,2.12e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
|
||||
|
@@ -106,10 +106,10 @@ TEST_F(EKFYawEstimatorTest, inAirYawAlignment)
|
||||
EXPECT_NEAR(yaw_est, yaw, tolerance_rad);
|
||||
EXPECT_LT(yaw_est_var, tolerance_rad);
|
||||
|
||||
// 2 resets: 1 after IMU+GNSS yaw alignment and 1 when starting GNSS aiding
|
||||
// 1 reset after IMU+GNSS yaw alignment
|
||||
reset_logging_checker.capturePostResetState();
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(2));
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(2));
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(1));
|
||||
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(1));
|
||||
|
||||
EXPECT_TRUE(_ekf->local_position_is_valid());
|
||||
EXPECT_TRUE(_ekf->global_position_is_valid());
|
||||
|
||||
Reference in New Issue
Block a user