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5 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 9d7fb5e6bc | |||
| eb4a5ee44c | |||
| 3846e5e274 | |||
| 2260cf4a83 | |||
| 24ae7e2330 |
@@ -864,12 +864,15 @@ void printTopics() {
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener cpuload" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener distance_sensor" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener ekf2_timestamps" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_gps_status" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener esc_status" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_aid_src_fake_pos" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_aid_src_gnss_pos" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_aid_src_gnss_vel" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_attitude" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_baro_bias" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_event_flags" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_global_position" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_gps_status" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_innovation_test_ratios" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_innovation_variances" || true'
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sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_innovations" || true'
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@@ -77,6 +77,9 @@ set(msg_files
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estimator_states.msg
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estimator_status.msg
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estimator_status_flags.msg
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estimator_aid_source_1d.msg
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estimator_aid_source_2d.msg
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estimator_aid_source_3d.msg
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event.msg
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follow_target.msg
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failure_detector_status.msg
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@@ -0,0 +1,23 @@
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uint64 timestamp # time since system start (microseconds)
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uint64 timestamp_sample # the timestamp of the raw data (microseconds)
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uint8 estimator_instance
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uint32 device_id
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uint64 time_last_fuse
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float32 observation
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float32 observation_variance
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float32 innovation
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float32 innovation_variance
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float32 test_ratio
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bool fusion_enabled # true when measurements are being fused
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bool innovation_rejected # true if the observation has been rejected
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bool fused # true if the sample was successfully fused
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# TOPICS estimator_aid_source_1d
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# TOPICS estimator_aid_src_baro_hgt estimator_aid_src_rng_hgt
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# TOPICS estimator_aid_src_mag_heading
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@@ -0,0 +1,22 @@
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uint64 timestamp # time since system start (microseconds)
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uint64 timestamp_sample # the timestamp of the raw data (microseconds)
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uint8 estimator_instance
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uint32 device_id
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uint64[2] time_last_fuse
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float32[2] observation
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float32[2] observation_variance
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float32[2] innovation
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float32[2] innovation_variance
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float32[2] test_ratio
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bool[2] fusion_enabled # true when measurements are being fused
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bool[2] innovation_rejected # true if the observation has been rejected
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bool[2] fused # true if the sample was successfully fused
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# TOPICS estimator_aid_source_2d
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# TOPICS estimator_aid_src_fake_pos
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@@ -0,0 +1,23 @@
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uint64 timestamp # time since system start (microseconds)
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uint64 timestamp_sample # the timestamp of the raw data (microseconds)
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uint8 estimator_instance
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uint32 device_id
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uint64[3] time_last_fuse
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float32[3] observation
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float32[3] observation_variance
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float32[3] innovation
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float32[3] innovation_variance
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float32[3] test_ratio
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bool[3] fusion_enabled # true when measurements are being fused
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bool[3] innovation_rejected # true if the observation has been rejected
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bool[3] fused # true if the sample was successfully fused
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# TOPICS estimator_aid_source_3d
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# TOPICS estimator_aid_src_gnss_pos estimator_aid_src_gnss_vel
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# TOPICS estimator_aid_src_mag
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@@ -16,6 +16,10 @@ bool starting_vision_pos_fusion # 9 - true when the filter starts using
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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 reset_hgt_to_baro # 13 - true when the vertical position state is reset to the baro measurement
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bool reset_hgt_to_gps # 14 - true when the vertical position state is reset to the gps measurement
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bool reset_hgt_to_rng # 15 - true when the vertical position state is reset to the rng measurement
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bool reset_hgt_to_ev # 16 - true when the vertical position state is reset to the ev measurement
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# warning events
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uint32 warning_event_changes # number of warning event changes
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@@ -65,9 +65,6 @@ bool reject_hor_vel # 0 - true if horizontal velocity obs
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bool reject_ver_vel # 1 - true if vertical velocity observations have been rejected
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bool reject_hor_pos # 2 - true if horizontal position observations have been rejected
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bool reject_ver_pos # 3 - true if vertical position observations have been rejected
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bool reject_mag_x # 4 - true if the X magnetometer observation has been rejected
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bool reject_mag_y # 5 - true if the Y magnetometer observation has been rejected
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bool reject_mag_z # 6 - true if the Z magnetometer observation has been rejected
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bool reject_yaw # 7 - true if the yaw observation has been rejected
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bool reject_airspeed # 8 - true if the airspeed observation has been rejected
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bool reject_sideslip # 9 - true if the synthetic sideslip observation has been rejected
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@@ -438,9 +438,9 @@ union innovation_fault_status_u {
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bool reject_ver_vel : 1; ///< 1 - true if vertical velocity observations have been rejected
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bool reject_hor_pos : 1; ///< 2 - true if horizontal position observations have been rejected
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bool reject_ver_pos : 1; ///< 3 - true if true if vertical position observations have been rejected
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bool reject_mag_x : 1; ///< 4 - true if the X magnetometer observation has been rejected
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bool reject_mag_y : 1; ///< 5 - true if the Y magnetometer observation has been rejected
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bool reject_mag_z : 1; ///< 6 - true if the Z magnetometer observation has been rejected
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bool __reject_mag_x : 1; ///< 4 - true if the X magnetometer observation has been rejected
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bool __reject_mag_y : 1; ///< 5 - true if the Y magnetometer observation has been rejected
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bool __reject_mag_z : 1; ///< 6 - true if the Z magnetometer observation has been rejected
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bool reject_yaw : 1; ///< 7 - true if the yaw observation has been rejected
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bool reject_airspeed : 1; ///< 8 - true if the airspeed observation has been rejected
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bool reject_sideslip : 1; ///< 9 - true if the synthetic sideslip observation has been rejected
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@@ -550,6 +550,10 @@ 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 reset_hgt_to_baro : 1; ///< 13 - true when the vertical position state is reset to the baro measurement
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bool reset_hgt_to_gps : 1; ///< 14 - true when the vertical position state is reset to the gps measurement
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bool reset_hgt_to_rng : 1; ///< 15 - true when the vertical position state is reset to the rng measurement
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bool reset_hgt_to_ev : 1; ///< 16 - true when the vertical position state is reset to the ev measurement
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} flags;
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uint32_t value;
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};
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@@ -125,8 +125,8 @@ void Ekf::controlFusionModes()
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if (_range_buffer) {
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// Get range data from buffer and check validity
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bool is_rng_data_ready = _range_buffer->pop_first_older_than(_imu_sample_delayed.time_us, _range_sensor.getSampleAddress());
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_range_sensor.setDataReadiness(is_rng_data_ready);
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_rng_data_ready = _range_buffer->pop_first_older_than(_imu_sample_delayed.time_us, _range_sensor.getSampleAddress());
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_range_sensor.setDataReadiness(_rng_data_ready);
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// update range sensor angle parameters in case they have changed
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_range_sensor.setPitchOffset(_params.rng_sens_pitch);
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@@ -778,6 +778,34 @@ void Ekf::checkVerticalAccelerationHealth()
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bool is_inertial_nav_falling = false;
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bool are_vertical_pos_and_vel_independant = false;
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if (_control_status.flags.gps) {
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// GNSS velocity
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const auto &gps_vel = _aid_src_gnss_vel;
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if (gps_vel.time_last_fuse[2] > _vert_vel_fuse_time_us) {
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_vert_vel_fuse_time_us = gps_vel.time_last_fuse[2];
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_vert_vel_innov_ratio = gps_vel.innovation[2] / sqrtf(gps_vel.innovation_variance[2]);
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}
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// GNSS position
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const auto &gps_pos = _aid_src_gnss_pos;
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if (gps_pos.time_last_fuse[2] > _vert_pos_fuse_attempt_time_us) {
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_vert_pos_fuse_attempt_time_us = gps_pos.time_last_fuse[2];
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_vert_pos_innov_ratio = gps_pos.innovation[2] / sqrtf(gps_pos.innovation_variance[2]);
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}
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}
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if (_control_status.flags.baro_hgt) {
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// baro height
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const auto &baro_hgt = _aid_src_baro_hgt;
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if (baro_hgt.time_last_fuse > _vert_pos_fuse_attempt_time_us) {
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_vert_pos_fuse_attempt_time_us = baro_hgt.time_last_fuse;
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_vert_pos_innov_ratio = baro_hgt.innovation / sqrtf(baro_hgt.innovation_variance);
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}
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}
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if (isRecent(_vert_pos_fuse_attempt_time_us, 1000000)) {
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if (isRecent(_vert_vel_fuse_time_us, 1000000)) {
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// If vertical position and velocity come from independent sensors then we can
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@@ -923,25 +951,23 @@ void Ekf::controlHeightFusion()
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updateBaroHgtOffset();
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updateGroundEffect();
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if (_control_status.flags.baro_hgt) {
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if (_baro_data_ready) {
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updateBaroHgt(_baro_sample_delayed, _aid_src_baro_hgt);
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if (_baro_data_ready && !_baro_hgt_faulty) {
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fuseBaroHgt();
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if (_control_status.flags.baro_hgt && !_baro_hgt_faulty) {
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fuseBaroHgt(_aid_src_baro_hgt);
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}
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}
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} else if (_control_status.flags.gps_hgt) {
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if (_rng_data_ready) {
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updateRngHgt(_aid_src_rng_hgt);
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if (_gps_data_ready) {
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fuseGpsHgt();
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if (_control_status.flags.rng_hgt && _range_sensor.isDataHealthy()) {
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fuseRngHgt(_aid_src_rng_hgt);
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}
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}
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} else if (_control_status.flags.rng_hgt) {
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if (_range_sensor.isDataHealthy()) {
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fuseRngHgt();
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}
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} else if (_control_status.flags.ev_hgt) {
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if (_control_status.flags.ev_hgt) {
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if (_control_status.flags.ev_hgt && _ev_data_ready) {
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fuseEvHgt();
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@@ -984,13 +984,24 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
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const float down_dvel_bias = _state.delta_vel_bias.dot(Vector3f(_R_to_earth.row(2)));
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// check that the vertical component of accel bias is consistent with both the vertical position and velocity innovation
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bool bad_acc_bias = (fabsf(down_dvel_bias) > dVel_bias_lim
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&& ((down_dvel_bias * _gps_vel_innov(2) < 0.0f && _control_status.flags.gps)
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|| (down_dvel_bias * _ev_vel_innov(2) < 0.0f && _control_status.flags.ev_vel))
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&& ((down_dvel_bias * _gps_pos_innov(2) < 0.0f && _control_status.flags.gps_hgt)
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|| (down_dvel_bias * _baro_hgt_innov < 0.0f && _control_status.flags.baro_hgt)
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|| (down_dvel_bias * _rng_hgt_innov < 0.0f && _control_status.flags.rng_hgt)
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|| (down_dvel_bias * _ev_pos_innov(2) < 0.0f && _control_status.flags.ev_hgt)));
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bool bad_acc_bias = false;
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if (fabsf(down_dvel_bias) > dVel_bias_lim) {
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bool bad_vz_gps = _control_status.flags.gps && (down_dvel_bias * _aid_src_gnss_vel.innovation[2] < 0.0f);
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bool bad_vz_ev = _control_status.flags.ev_vel && (down_dvel_bias * _ev_vel_innov(2) < 0.0f);
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if (bad_vz_gps || bad_vz_ev) {
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bool bad_z_baro = _control_status.flags.baro_hgt && (down_dvel_bias * _aid_src_baro_hgt.innovation < 0.0f);
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bool bad_z_gps = _control_status.flags.gps_hgt && (down_dvel_bias * _aid_src_gnss_pos.innovation[2] < 0.0f);
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bool bad_z_rng = _control_status.flags.rng_hgt && (down_dvel_bias * _aid_src_rng_hgt.innovation < 0.0f);
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bool bad_z_ev = _control_status.flags.ev_hgt && (down_dvel_bias * _ev_pos_innov(2) < 0.0f);
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if (bad_z_baro || bad_z_gps || bad_z_rng || bad_z_ev) {
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bad_acc_bias = true;
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}
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}
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}
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// record the pass/fail
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if (!bad_acc_bias) {
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+127
-32
@@ -48,6 +48,10 @@
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#include "EKFGSF_yaw.h"
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#include "baro_bias_estimator.hpp"
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#include <uORB/topics/estimator_aid_source_1d.h>
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#include <uORB/topics/estimator_aid_source_2d.h>
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#include <uORB/topics/estimator_aid_source_3d.h>
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class Ekf final : public EstimatorInterface
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{
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public:
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@@ -82,13 +86,13 @@ public:
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void getEvVelPosInnovVar(float hvel[2], float &vvel, float hpos[2], float &vpos) const;
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void getEvVelPosInnovRatio(float &hvel, float &vvel, float &hpos, float &vpos) const;
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void getBaroHgtInnov(float &baro_hgt_innov) const { baro_hgt_innov = _baro_hgt_innov; }
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void getBaroHgtInnovVar(float &baro_hgt_innov_var) const { baro_hgt_innov_var = _baro_hgt_innov_var; }
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void getBaroHgtInnovRatio(float &baro_hgt_innov_ratio) const { baro_hgt_innov_ratio = _baro_hgt_test_ratio; }
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void getBaroHgtInnov(float &baro_hgt_innov) const { baro_hgt_innov = _aid_src_baro_hgt.innovation; }
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void getBaroHgtInnovVar(float &baro_hgt_innov_var) const { baro_hgt_innov_var = _aid_src_baro_hgt.innovation_variance; }
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void getBaroHgtInnovRatio(float &baro_hgt_innov_ratio) const { baro_hgt_innov_ratio = _aid_src_baro_hgt.test_ratio; }
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void getRngHgtInnov(float &rng_hgt_innov) const { rng_hgt_innov = _rng_hgt_innov; }
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void getRngHgtInnovVar(float &rng_hgt_innov_var) const { rng_hgt_innov_var = _rng_hgt_innov_var; }
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void getRngHgtInnovRatio(float &rng_hgt_innov_ratio) const { rng_hgt_innov_ratio = _rng_hgt_test_ratio; }
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void getRngHgtInnov(float &rng_hgt_innov) const { rng_hgt_innov = _aid_src_rng_hgt.innovation; }
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void getRngHgtInnovVar(float &rng_hgt_innov_var) const { rng_hgt_innov_var = _aid_src_rng_hgt.innovation_variance; }
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void getRngHgtInnovRatio(float &rng_hgt_innov_ratio) const { rng_hgt_innov_ratio = _aid_src_rng_hgt.test_ratio; }
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void getAuxVelInnov(float aux_vel_innov[2]) const;
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void getAuxVelInnovVar(float aux_vel_innov[2]) const;
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@@ -108,9 +112,9 @@ public:
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void getHeadingInnovVar(float &heading_innov_var) const { heading_innov_var = _heading_innov_var; }
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void getHeadingInnovRatio(float &heading_innov_ratio) const { heading_innov_ratio = _yaw_test_ratio; }
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void getMagInnov(float mag_innov[3]) const { _mag_innov.copyTo(mag_innov); }
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void getMagInnovVar(float mag_innov_var[3]) const { _mag_innov_var.copyTo(mag_innov_var); }
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void getMagInnovRatio(float &mag_innov_ratio) const { mag_innov_ratio = _mag_test_ratio.max(); }
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void getMagInnov(float mag_innov[3]) const { memcpy(mag_innov, _aid_src_mag.innovation, sizeof(_aid_src_mag.innovation)); }
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void getMagInnovVar(float mag_innov_var[3]) const { memcpy(mag_innov_var, _aid_src_mag.innovation_variance, sizeof(_aid_src_mag.innovation_variance)); }
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void getMagInnovRatio(float &mag_innov_ratio) const { mag_innov_ratio = Vector3f(_aid_src_mag.test_ratio).max(); }
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void getDragInnov(float drag_innov[2]) const { _drag_innov.copyTo(drag_innov); }
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void getDragInnovVar(float drag_innov_var[2]) const { _drag_innov_var.copyTo(drag_innov_var); }
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@@ -336,6 +340,17 @@ public:
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const BaroBiasEstimator::status &getBaroBiasEstimatorStatus() const { return _baro_b_est.getStatus(); }
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||||
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||||
const auto &aid_src_baro_hgt() const { return _aid_src_baro_hgt; }
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||||
const auto &aid_src_rng_hgt() const { return _aid_src_rng_hgt; }
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||||
|
||||
const auto &aid_src_fake_pos() const { return _aid_src_fake_pos; }
|
||||
|
||||
const auto &aid_src_mag_heading() const { return _aid_src_mag_heading; }
|
||||
const auto &aid_src_mag() const { return _aid_src_mag; }
|
||||
|
||||
const auto &aid_src_gnss_vel() const { return _aid_src_gnss_vel; }
|
||||
const auto &aid_src_gnss_pos() const { return _aid_src_gnss_pos; }
|
||||
|
||||
private:
|
||||
|
||||
// set the internal states and status to their default value
|
||||
@@ -377,6 +392,7 @@ private:
|
||||
// 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
|
||||
bool _baro_data_ready{false}; ///< true when new baro height data has fallen behind the fusion time horizon and is available to be fused
|
||||
bool _rng_data_ready{false};
|
||||
bool _flow_data_ready{false}; ///< true when the leading edge of the optical flow integration period has fallen behind the fusion time horizon
|
||||
bool _ev_data_ready{false}; ///< true when new external vision system data has fallen behind the fusion time horizon and is available to be fused
|
||||
bool _tas_data_ready{false}; ///< true when new true airspeed data has fallen behind the fusion time horizon and is available to be fused
|
||||
@@ -394,7 +410,6 @@ private:
|
||||
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)
|
||||
uint64_t _time_last_beta_fuse{0}; ///< time the last fusion of synthetic sideslip measurements were performed (uSec)
|
||||
uint64_t _time_last_fake_pos_fuse{0}; ///< last time we faked position measurements to constrain tilt errors during operation without external aiding (uSec)
|
||||
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)
|
||||
@@ -438,33 +453,18 @@ private:
|
||||
float _vert_vel_innov_ratio{0.f}; ///< standard deviation of vertical velocity innovation
|
||||
uint64_t _vert_vel_fuse_time_us{0}; ///< last system time in usec time vertical velocity measurement fuson was attempted
|
||||
|
||||
Vector3f _gps_vel_innov{}; ///< GPS velocity innovations (m/sec)
|
||||
Vector3f _gps_vel_innov_var{}; ///< GPS velocity innovation variances ((m/sec)**2)
|
||||
|
||||
Vector3f _gps_pos_innov{}; ///< GPS position innovations (m)
|
||||
Vector3f _gps_pos_innov_var{}; ///< GPS position innovation variances (m**2)
|
||||
|
||||
Vector3f _ev_vel_innov{}; ///< external vision velocity innovations (m/sec)
|
||||
Vector3f _ev_vel_innov_var{}; ///< external vision velocity innovation variances ((m/sec)**2)
|
||||
|
||||
Vector3f _ev_pos_innov{}; ///< external vision position innovations (m)
|
||||
Vector3f _ev_pos_innov_var{}; ///< external vision position innovation variances (m**2)
|
||||
|
||||
float _baro_hgt_innov{}; ///< baro hgt innovations (m)
|
||||
float _baro_hgt_innov_var{}; ///< baro hgt innovation variances (m**2)
|
||||
|
||||
float _rng_hgt_innov{}; ///< range hgt innovations (m)
|
||||
float _rng_hgt_innov_var{}; ///< range hgt innovation variances (m**2)
|
||||
|
||||
Vector3f _aux_vel_innov{}; ///< horizontal auxiliary velocity innovations: (m/sec)
|
||||
Vector3f _aux_vel_innov_var{}; ///< horizontal auxiliary velocity innovation variances: ((m/sec)**2)
|
||||
|
||||
float _heading_innov{0.0f}; ///< heading measurement innovation (rad)
|
||||
float _heading_innov_var{0.0f}; ///< heading measurement innovation variance (rad**2)
|
||||
|
||||
Vector3f _mag_innov{}; ///< earth magnetic field innovations (Gauss)
|
||||
Vector3f _mag_innov_var{}; ///< earth magnetic field innovation variance (Gauss**2)
|
||||
|
||||
Vector2f _drag_innov{}; ///< multirotor drag measurement innovation (m/sec**2)
|
||||
Vector2f _drag_innov_var{}; ///< multirotor drag measurement innovation variance ((m/sec**2)**2)
|
||||
|
||||
@@ -491,6 +491,17 @@ private:
|
||||
bool _inhibit_flow_use{false}; ///< true when use of optical flow and range finder is being inhibited
|
||||
Vector2f _flow_compensated_XY_rad{}; ///< measured delta angle of the image about the X and Y body axes after removal of body rotation (rad), RH rotation is positive
|
||||
|
||||
estimator_aid_source_1d_s _aid_src_baro_hgt{};
|
||||
estimator_aid_source_1d_s _aid_src_rng_hgt{};
|
||||
|
||||
estimator_aid_source_2d_s _aid_src_fake_pos{};
|
||||
|
||||
estimator_aid_source_1d_s _aid_src_mag_heading{};
|
||||
estimator_aid_source_3d_s _aid_src_mag{};
|
||||
|
||||
estimator_aid_source_3d_s _aid_src_gnss_vel{};
|
||||
estimator_aid_source_3d_s _aid_src_gnss_pos{};
|
||||
|
||||
// output predictor states
|
||||
Vector3f _delta_angle_corr{}; ///< delta angle correction vector (rad)
|
||||
Vector3f _vel_err_integ{}; ///< integral of velocity tracking error (m)
|
||||
@@ -521,8 +532,12 @@ private:
|
||||
|
||||
// Variables used to perform in flight resets and switch between height sources
|
||||
AlphaFilter<Vector3f> _mag_lpf{0.1f}; ///< filtered magnetometer measurement for instant reset (Gauss)
|
||||
float _hgt_sensor_offset{0.0f}; ///< set as necessary if desired to maintain the same height after a height reset (m)
|
||||
|
||||
float _baro_hgt_offset{0.0f}; ///< baro height reading at the local NED origin (m)
|
||||
float _gps_hgt_offset{0.0f}; ///< GPS height reading at the local NED origin (m)
|
||||
float _rng_hgt_offset{0.0f}; ///< Range height reading at the local NED origin (m)
|
||||
float _ev_hgt_offset{0.0f}; ///< EV height reading at the local NED origin (m)
|
||||
|
||||
float _baro_hgt_bias{0.0f};
|
||||
float _baro_hgt_bias_var{1.f};
|
||||
|
||||
@@ -585,7 +600,7 @@ private:
|
||||
void predictCovariance();
|
||||
|
||||
// ekf sequential fusion of magnetometer measurements
|
||||
void fuseMag(const Vector3f &mag);
|
||||
void fuseMag(estimator_aid_source_3d_s &aid_src_mag, const Vector3f &mag);
|
||||
|
||||
// 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);
|
||||
@@ -633,11 +648,13 @@ private:
|
||||
// fuse body frame drag specific forces for multi-rotor wind estimation
|
||||
void fuseDrag(const dragSample &drag_sample);
|
||||
|
||||
void fuseBaroHgt();
|
||||
void fuseGpsHgt();
|
||||
void fuseRngHgt();
|
||||
void fuseBaroHgt(estimator_aid_source_1d_s &baro_hgt);
|
||||
void fuseRngHgt(estimator_aid_source_1d_s &range_hgt);
|
||||
void fuseEvHgt();
|
||||
|
||||
void updateBaroHgt(const baroSample &baro_sample, estimator_aid_source_1d_s &baro_hgt);
|
||||
void updateRngHgt(estimator_aid_source_1d_s &rng_hgt);
|
||||
|
||||
// fuse single velocity and position measurement
|
||||
bool fuseVelPosHeight(const float innov, const float innov_var, const int obs_index);
|
||||
|
||||
@@ -676,12 +693,16 @@ private:
|
||||
Vector3f &innov_var, Vector2f &test_ratio);
|
||||
|
||||
bool fuseHorizontalPosition(const Vector3f &innov, float innov_gate, const Vector3f &obs_var,
|
||||
Vector3f &innov_var, Vector2f &test_ratiov, bool inhibit_gate = false);
|
||||
Vector3f &innov_var, Vector2f &test_ratiov);
|
||||
|
||||
bool fuseVerticalPosition(float innov, float innov_gate, float obs_var,
|
||||
float &innov_var, float &test_ratio);
|
||||
|
||||
void fuseGpsVelPos();
|
||||
void updateGpsVel(const gpsSample &gps_sample);
|
||||
void fuseGpsVel();
|
||||
|
||||
void updateGpsPos(const gpsSample &gps_sample);
|
||||
void fuseGpsPos();
|
||||
|
||||
// calculate optical flow body angular rate compensation
|
||||
// returns false if bias corrected body rate data is unavailable
|
||||
@@ -1048,6 +1069,80 @@ private:
|
||||
bool isYawEmergencyEstimateAvailable() const;
|
||||
|
||||
void resetGpsDriftCheckFilters();
|
||||
|
||||
bool resetEstimatorAidStatusFlags(estimator_aid_source_1d_s &status) const
|
||||
{
|
||||
if (status.timestamp_sample != 0) {
|
||||
status.timestamp_sample = 0;
|
||||
status.fusion_enabled = false;
|
||||
status.innovation_rejected = false;
|
||||
status.fused = false;
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
void resetEstimatorAidStatus(estimator_aid_source_1d_s &status) const
|
||||
{
|
||||
if (resetEstimatorAidStatusFlags(status)) {
|
||||
status.observation = 0;
|
||||
status.observation_variance = 0;
|
||||
|
||||
status.innovation = 0;
|
||||
status.innovation_variance = 0;
|
||||
status.test_ratio = 0;
|
||||
}
|
||||
}
|
||||
|
||||
template <typename T>
|
||||
bool resetEstimatorAidStatusFlags(T &status) const
|
||||
{
|
||||
if (status.timestamp_sample != 0) {
|
||||
status.timestamp_sample = 0;
|
||||
|
||||
for (size_t i = 0; i < (sizeof(status.fusion_enabled) / sizeof(status.fusion_enabled[0])); i++) {
|
||||
status.fusion_enabled[i] = false;
|
||||
status.innovation_rejected[i] = false;
|
||||
status.fused[i] = false;
|
||||
}
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
template <typename T>
|
||||
void resetEstimatorAidStatus(T &status) const
|
||||
{
|
||||
if (resetEstimatorAidStatusFlags(status)) {
|
||||
for (size_t i = 0; i < (sizeof(status.fusion_enabled) / sizeof(status.fusion_enabled[0])); i++) {
|
||||
status.observation[i] = 0;
|
||||
status.observation_variance[i] = 0;
|
||||
|
||||
status.innovation[i] = 0;
|
||||
status.innovation_variance[i] = 0;
|
||||
status.test_ratio[i] = 0;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
void setEstimatorAidStatusTestRatio(estimator_aid_source_1d_s &status, float innovation_gate) const
|
||||
{
|
||||
status.test_ratio = sq(status.innovation) / (sq(innovation_gate) * status.innovation_variance);
|
||||
status.innovation_rejected = (status.test_ratio > 1.f);
|
||||
}
|
||||
|
||||
template <typename T>
|
||||
void setEstimatorAidStatusTestRatio(T &status, float innovation_gate) const
|
||||
{
|
||||
for (size_t i = 0; i < (sizeof(status.test_ratio) / sizeof(status.test_ratio[0])); i++) {
|
||||
status.test_ratio[i] = sq(status.innovation[i]) / (sq(innovation_gate) * status.innovation_variance[i]);
|
||||
status.innovation_rejected[i] = (status.test_ratio[i] > 1.f);
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
#endif // !EKF_EKF_H
|
||||
|
||||
@@ -241,7 +241,10 @@ void Ekf::resetVerticalPositionTo(const float new_vert_pos)
|
||||
|
||||
void Ekf::resetHeightToBaro()
|
||||
{
|
||||
resetVerticalPositionTo(-_baro_sample_delayed.hgt + _baro_hgt_offset);
|
||||
ECL_INFO("reset height to baro");
|
||||
_information_events.flags.reset_hgt_to_baro = true;
|
||||
|
||||
resetVerticalPositionTo(-(_baro_sample_delayed.hgt - _baro_hgt_offset));
|
||||
|
||||
// the state variance is the same as the observation
|
||||
P.uncorrelateCovarianceSetVariance<1>(9, sq(_params.baro_noise));
|
||||
@@ -249,6 +252,9 @@ void Ekf::resetHeightToBaro()
|
||||
|
||||
void Ekf::resetHeightToGps()
|
||||
{
|
||||
ECL_INFO("reset height to GPS");
|
||||
_information_events.flags.reset_hgt_to_gps = true;
|
||||
|
||||
const float z_pos_before_reset = _state.pos(2);
|
||||
resetVerticalPositionTo(-_gps_sample_delayed.hgt + _gps_alt_ref);
|
||||
|
||||
@@ -261,6 +267,9 @@ void Ekf::resetHeightToGps()
|
||||
|
||||
void Ekf::resetHeightToRng()
|
||||
{
|
||||
ECL_INFO("reset height to RNG");
|
||||
_information_events.flags.reset_hgt_to_rng = true;
|
||||
|
||||
float dist_bottom;
|
||||
|
||||
if (_control_status.flags.in_air) {
|
||||
@@ -273,7 +282,7 @@ void Ekf::resetHeightToRng()
|
||||
|
||||
// update the state and associated variance
|
||||
const float z_pos_before_reset = _state.pos(2);
|
||||
resetVerticalPositionTo(-dist_bottom + _hgt_sensor_offset);
|
||||
resetVerticalPositionTo(-dist_bottom + _rng_hgt_offset);
|
||||
|
||||
// the state variance is the same as the observation
|
||||
P.uncorrelateCovarianceSetVariance<1>(9, sq(_params.range_noise));
|
||||
@@ -284,6 +293,9 @@ void Ekf::resetHeightToRng()
|
||||
|
||||
void Ekf::resetHeightToEv()
|
||||
{
|
||||
ECL_INFO("reset height to EV");
|
||||
_information_events.flags.reset_hgt_to_ev = true;
|
||||
|
||||
const float z_pos_before_reset = _state.pos(2);
|
||||
resetVerticalPositionTo(_ev_sample_delayed.pos(2));
|
||||
|
||||
@@ -352,7 +364,8 @@ bool Ekf::realignYawGPS(const Vector3f &mag)
|
||||
}
|
||||
|
||||
// check for excessive horizontal GPS velocity innovations
|
||||
const bool badVelInnov = (_gps_vel_test_ratio(0) > 1.0f) && _control_status.flags.gps;
|
||||
const float gps_vel_test_ratio = fmaxf(_aid_src_gnss_vel.test_ratio[0], _aid_src_gnss_vel.test_ratio[1]);
|
||||
const bool badVelInnov = (gps_vel_test_ratio > 1.0f) && _control_status.flags.gps;
|
||||
|
||||
// calculate GPS course over ground angle
|
||||
const float gpsCOG = atan2f(_gps_sample_delayed.vel(1), _gps_sample_delayed.vel(0));
|
||||
@@ -593,30 +606,33 @@ Vector3f Ekf::calcEarthRateNED(float lat_rad) const
|
||||
|
||||
void Ekf::getGpsVelPosInnov(float hvel[2], float &vvel, float hpos[2], float &vpos) const
|
||||
{
|
||||
hvel[0] = _gps_vel_innov(0);
|
||||
hvel[1] = _gps_vel_innov(1);
|
||||
vvel = _gps_vel_innov(2);
|
||||
hpos[0] = _gps_pos_innov(0);
|
||||
hpos[1] = _gps_pos_innov(1);
|
||||
vpos = _gps_pos_innov(2);
|
||||
hvel[0] = _aid_src_gnss_vel.innovation[0];
|
||||
hvel[1] = _aid_src_gnss_vel.innovation[1];
|
||||
vvel = _aid_src_gnss_vel.innovation[2];
|
||||
|
||||
hpos[0] = _aid_src_gnss_pos.innovation[0];
|
||||
hpos[1] = _aid_src_gnss_pos.innovation[1];
|
||||
vpos = _aid_src_gnss_pos.innovation[2];
|
||||
}
|
||||
|
||||
void Ekf::getGpsVelPosInnovVar(float hvel[2], float &vvel, float hpos[2], float &vpos) const
|
||||
{
|
||||
hvel[0] = _gps_vel_innov_var(0);
|
||||
hvel[1] = _gps_vel_innov_var(1);
|
||||
vvel = _gps_vel_innov_var(2);
|
||||
hpos[0] = _gps_pos_innov_var(0);
|
||||
hpos[1] = _gps_pos_innov_var(1);
|
||||
vpos = _gps_pos_innov_var(2);
|
||||
hvel[0] = _aid_src_gnss_vel.innovation_variance[0];
|
||||
hvel[1] = _aid_src_gnss_vel.innovation_variance[1];
|
||||
vvel = _aid_src_gnss_vel.innovation_variance[2];
|
||||
|
||||
hpos[0] = _aid_src_gnss_pos.innovation_variance[0];
|
||||
hpos[1] = _aid_src_gnss_pos.innovation_variance[1];
|
||||
vpos = _aid_src_gnss_pos.innovation_variance[2];
|
||||
}
|
||||
|
||||
void Ekf::getGpsVelPosInnovRatio(float &hvel, float &vvel, float &hpos, float &vpos) const
|
||||
{
|
||||
hvel = _gps_vel_test_ratio(0);
|
||||
vvel = _gps_vel_test_ratio(1);
|
||||
hpos = _gps_pos_test_ratio(0);
|
||||
vpos = _gps_pos_test_ratio(1);
|
||||
hvel = fmaxf(_aid_src_gnss_vel.test_ratio[0], _aid_src_gnss_vel.test_ratio[1]);
|
||||
vvel = _aid_src_gnss_vel.test_ratio[2];
|
||||
|
||||
hpos = fmaxf(_aid_src_gnss_pos.test_ratio[0], _aid_src_gnss_pos.test_ratio[1]);
|
||||
vpos = _aid_src_gnss_pos.test_ratio[2];
|
||||
}
|
||||
|
||||
void Ekf::getEvVelPosInnov(float hvel[2], float &vvel, float hpos[2], float &vpos) const
|
||||
@@ -728,7 +744,7 @@ void Ekf::get_ekf_gpos_accuracy(float *ekf_eph, float *ekf_epv) const
|
||||
// and using state variances for accuracy reporting is overly optimistic in these situations
|
||||
if (_control_status.flags.inertial_dead_reckoning) {
|
||||
if (_control_status.flags.gps) {
|
||||
hpos_err = math::max(hpos_err, sqrtf(sq(_gps_pos_innov(0)) + sq(_gps_pos_innov(1))));
|
||||
hpos_err = math::max(hpos_err, Vector2f(_aid_src_gnss_pos.innovation).norm());
|
||||
}
|
||||
|
||||
if (_control_status.flags.ev_pos) {
|
||||
@@ -750,7 +766,7 @@ void Ekf::get_ekf_lpos_accuracy(float *ekf_eph, float *ekf_epv) const
|
||||
// The reason is that complete rejection of measurements is often caused by heading misalignment or inertial sensing errors
|
||||
// and using state variances for accuracy reporting is overly optimistic in these situations
|
||||
if (_deadreckon_time_exceeded && _control_status.flags.gps) {
|
||||
hpos_err = math::max(hpos_err, sqrtf(sq(_gps_pos_innov(0)) + sq(_gps_pos_innov(1))));
|
||||
hpos_err = math::max(hpos_err, Vector2f(_aid_src_gnss_pos.innovation).norm());
|
||||
}
|
||||
|
||||
*ekf_eph = hpos_err;
|
||||
@@ -774,7 +790,7 @@ void Ekf::get_ekf_vel_accuracy(float *ekf_evh, float *ekf_evv) const
|
||||
}
|
||||
|
||||
if (_control_status.flags.gps) {
|
||||
vel_err_conservative = math::max(vel_err_conservative, sqrtf(sq(_gps_pos_innov(0)) + sq(_gps_pos_innov(1))));
|
||||
vel_err_conservative = math::max(vel_err_conservative, Vector2f(_aid_src_gnss_pos.innovation).norm());
|
||||
|
||||
} else if (_control_status.flags.ev_pos) {
|
||||
vel_err_conservative = math::max(vel_err_conservative, sqrtf(sq(_ev_pos_innov(0)) + sq(_ev_pos_innov(1))));
|
||||
@@ -894,17 +910,17 @@ void Ekf::get_innovation_test_status(uint16_t &status, float &mag, float &vel, f
|
||||
status = _innov_check_fail_status.value;
|
||||
|
||||
// return the largest magnetometer innovation test ratio
|
||||
mag = sqrtf(math::max(_yaw_test_ratio, _mag_test_ratio.max()));
|
||||
mag = sqrtf(math::max(_yaw_test_ratio, Vector3f(_aid_src_mag.test_ratio).max()));
|
||||
|
||||
// return the largest velocity and position innovation test ratio
|
||||
vel = NAN;
|
||||
pos = NAN;
|
||||
|
||||
if (_control_status.flags.gps) {
|
||||
float gps_vel = sqrtf(math::max(_gps_vel_test_ratio(0), _gps_vel_test_ratio(1)));
|
||||
float gps_vel = sqrtf(Vector3f(_aid_src_gnss_vel.test_ratio).max());
|
||||
vel = math::max(gps_vel, FLT_MIN);
|
||||
|
||||
float gps_pos = sqrtf(_gps_pos_test_ratio(0));
|
||||
float gps_pos = sqrtf(Vector2f(_aid_src_gnss_pos.test_ratio).max());
|
||||
pos = math::max(gps_pos, FLT_MIN);
|
||||
}
|
||||
|
||||
@@ -925,13 +941,13 @@ void Ekf::get_innovation_test_status(uint16_t &status, float &mag, float &vel, f
|
||||
|
||||
// return the vertical position innovation test ratio
|
||||
if (_control_status.flags.baro_hgt) {
|
||||
hgt = math::max(sqrtf(_baro_hgt_test_ratio), FLT_MIN);
|
||||
hgt = math::max(sqrtf(_aid_src_baro_hgt.test_ratio), FLT_MIN);
|
||||
|
||||
} else if (_control_status.flags.gps_hgt) {
|
||||
hgt = math::max(sqrtf(_gps_pos_test_ratio(1)), FLT_MIN);
|
||||
hgt = math::max(sqrtf(_aid_src_gnss_pos.test_ratio[2]), FLT_MIN);
|
||||
|
||||
} else if (_control_status.flags.rng_hgt) {
|
||||
hgt = math::max(sqrtf(_rng_hgt_test_ratio), FLT_MIN);
|
||||
hgt = math::max(sqrtf(_aid_src_rng_hgt.test_ratio), FLT_MIN);
|
||||
|
||||
} else if (_control_status.flags.ev_hgt) {
|
||||
hgt = math::max(sqrtf(_ev_pos_test_ratio(1)), FLT_MIN);
|
||||
@@ -965,9 +981,9 @@ void Ekf::get_ekf_soln_status(uint16_t *status) const
|
||||
soln_status.flags.const_pos_mode = !soln_status.flags.velocity_horiz;
|
||||
soln_status.flags.pred_pos_horiz_rel = soln_status.flags.pos_horiz_rel;
|
||||
soln_status.flags.pred_pos_horiz_abs = soln_status.flags.pos_horiz_abs;
|
||||
const bool gps_vel_innov_bad = (_gps_vel_test_ratio(0) > 1.0f) || (_gps_vel_test_ratio(1) > 1.0f);
|
||||
const bool gps_pos_innov_bad = (_gps_pos_test_ratio(0) > 1.0f);
|
||||
const bool mag_innov_good = (_mag_test_ratio.max() < 1.0f) && (_yaw_test_ratio < 1.0f);
|
||||
const bool gps_vel_innov_bad = Vector3f(_aid_src_gnss_vel.test_ratio).max() > 1.f;
|
||||
const bool gps_pos_innov_bad = Vector2f(_aid_src_gnss_pos.test_ratio).max() > 1.f;
|
||||
const bool mag_innov_good = (Vector3f(_aid_src_mag.test_ratio).max() < 1.0f) && (_yaw_test_ratio < 1.0f);
|
||||
soln_status.flags.gps_glitch = (gps_vel_innov_bad || gps_pos_innov_bad) && mag_innov_good;
|
||||
soln_status.flags.accel_error = _fault_status.flags.bad_acc_vertical;
|
||||
*status = soln_status.value;
|
||||
@@ -1000,6 +1016,7 @@ void Ekf::update_deadreckoning_status()
|
||||
|| isRecent(_time_last_hor_vel_fuse, _params.no_aid_timeout_max));
|
||||
|
||||
const bool optFlowAiding = _control_status.flags.opt_flow && isRecent(_time_last_of_fuse, _params.no_aid_timeout_max);
|
||||
|
||||
const bool airDataAiding = _control_status.flags.wind &&
|
||||
isRecent(_time_last_arsp_fuse, _params.no_aid_timeout_max) &&
|
||||
isRecent(_time_last_beta_fuse, _params.no_aid_timeout_max);
|
||||
@@ -1219,12 +1236,18 @@ void Ekf::stopMag3DFusion()
|
||||
if (_control_status.flags.mag_3D) {
|
||||
saveMagCovData();
|
||||
_control_status.flags.mag_3D = false;
|
||||
|
||||
resetEstimatorAidStatus(_aid_src_mag);
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::stopMagHdgFusion()
|
||||
{
|
||||
_control_status.flags.mag_hdg = false;
|
||||
if (_control_status.flags.mag_hdg) {
|
||||
_control_status.flags.mag_hdg = false;
|
||||
|
||||
resetEstimatorAidStatus(_aid_src_mag_heading);
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::startMagHdgFusion()
|
||||
@@ -1254,7 +1277,8 @@ void Ekf::startBaroHgtFusion()
|
||||
|
||||
// We don't need to set a height sensor offset
|
||||
// since we track a separate _baro_hgt_offset
|
||||
_hgt_sensor_offset = 0.0f;
|
||||
|
||||
ECL_INFO("starting baro height fusion");
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1262,17 +1286,19 @@ void Ekf::startGpsHgtFusion()
|
||||
{
|
||||
if (!_control_status.flags.gps_hgt) {
|
||||
if (_control_status.flags.rng_hgt) {
|
||||
// swith out of range aid
|
||||
// switch out of range aid
|
||||
// calculate height sensor offset such that current
|
||||
// measurement matches our current height estimate
|
||||
_hgt_sensor_offset = _gps_sample_delayed.hgt - _gps_alt_ref + _state.pos(2);
|
||||
_gps_hgt_offset = (_gps_sample_delayed.hgt - _gps_alt_ref) + _state.pos(2);
|
||||
|
||||
} else {
|
||||
_hgt_sensor_offset = 0.f;
|
||||
_gps_hgt_offset = 0.f;
|
||||
resetHeightToGps();
|
||||
}
|
||||
|
||||
setControlGPSHeight();
|
||||
|
||||
ECL_INFO("starting GPS height fusion");
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1283,12 +1309,14 @@ void Ekf::startRngHgtFusion()
|
||||
|
||||
// Range finder is the primary height source, the ground is now the datum used
|
||||
// to compute the local vertical position
|
||||
_hgt_sensor_offset = 0.f;
|
||||
_rng_hgt_offset = 0.f;
|
||||
|
||||
if (!_control_status_prev.flags.ev_hgt) {
|
||||
// EV and range finders are using the same height datum
|
||||
resetHeightToRng();
|
||||
}
|
||||
|
||||
ECL_INFO("starting RNG height fusion");
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1299,7 +1327,9 @@ void Ekf::startRngAidHgtFusion()
|
||||
|
||||
// calculate height sensor offset such that current
|
||||
// measurement matches our current height estimate
|
||||
_hgt_sensor_offset = _terrain_vpos;
|
||||
_rng_hgt_offset = _terrain_vpos;
|
||||
|
||||
ECL_INFO("starting RNG aid height fusion");
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1312,6 +1342,8 @@ void Ekf::startEvHgtFusion()
|
||||
// EV and range finders are using the same height datum
|
||||
resetHeightToEv();
|
||||
}
|
||||
|
||||
ECL_INFO("starting EV height fusion");
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1557,6 +1589,8 @@ void Ekf::stopGpsFusion()
|
||||
if (_control_status.flags.gps) {
|
||||
stopGpsPosFusion();
|
||||
stopGpsVelFusion();
|
||||
|
||||
_control_status.flags.gps = false;
|
||||
}
|
||||
|
||||
if (_control_status.flags.gps_yaw) {
|
||||
@@ -1570,27 +1604,27 @@ void Ekf::stopGpsFusion()
|
||||
|
||||
void Ekf::stopGpsPosFusion()
|
||||
{
|
||||
_control_status.flags.gps = false;
|
||||
ECL_INFO("stopping GPS position fusion");
|
||||
|
||||
if (_control_status.flags.gps_hgt) {
|
||||
ECL_INFO("stopping GPS height fusion");
|
||||
startBaroHgtFusion();
|
||||
}
|
||||
|
||||
_gps_pos_innov.setZero();
|
||||
_gps_pos_innov_var.setZero();
|
||||
_gps_pos_test_ratio.setZero();
|
||||
resetEstimatorAidStatus(_aid_src_gnss_pos);
|
||||
}
|
||||
|
||||
void Ekf::stopGpsVelFusion()
|
||||
{
|
||||
_gps_vel_innov.setZero();
|
||||
_gps_vel_innov_var.setZero();
|
||||
_gps_vel_test_ratio.setZero();
|
||||
ECL_INFO("stopping GPS velocity fusion");
|
||||
|
||||
resetEstimatorAidStatus(_aid_src_gnss_vel);
|
||||
}
|
||||
|
||||
void Ekf::startGpsYawFusion()
|
||||
{
|
||||
if (resetYawToGps()) {
|
||||
if (!_control_status.flags.gps_yaw && resetYawToGps()) {
|
||||
ECL_INFO("starting GPS yaw fusion");
|
||||
_control_status.flags.yaw_align = true;
|
||||
_control_status.flags.mag_dec = false;
|
||||
stopEvYawFusion();
|
||||
@@ -1598,12 +1632,14 @@ 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()
|
||||
|
||||
@@ -329,15 +329,10 @@ protected:
|
||||
|
||||
// innovation consistency check monitoring ratios
|
||||
float _yaw_test_ratio{}; // yaw innovation consistency check ratio
|
||||
AlphaFilter<float>_yaw_signed_test_ratio_lpf{0.1f}; // average signed test ratio used to detect a bias in the state
|
||||
Vector3f _mag_test_ratio{}; // magnetometer XYZ innovation consistency check ratios
|
||||
Vector2f _gps_vel_test_ratio{}; // GPS velocity innovation consistency check ratios
|
||||
Vector2f _gps_pos_test_ratio{}; // GPS position innovation consistency check ratios
|
||||
AlphaFilter<float> _yaw_signed_test_ratio_lpf{0.1f}; // average signed test ratio used to detect a bias in the state
|
||||
Vector2f _ev_vel_test_ratio{}; // EV velocity innovation consistency check ratios
|
||||
Vector2f _ev_pos_test_ratio{}; // EV position innovation consistency check ratios
|
||||
Vector2f _aux_vel_test_ratio{}; // Auxiliary horizontal velocity innovation consistency check ratio
|
||||
float _baro_hgt_test_ratio{}; // baro height innovation consistency check ratios
|
||||
float _rng_hgt_test_ratio{}; // range finder height innovation consistency check ratios
|
||||
float _optflow_test_ratio{}; // Optical flow innovation consistency check ratio
|
||||
float _tas_test_ratio{}; // tas innovation consistency check ratio
|
||||
float _hagl_test_ratio{}; // height above terrain measurement innovation consistency check ratio
|
||||
|
||||
@@ -40,9 +40,14 @@
|
||||
|
||||
void Ekf::controlFakePosFusion()
|
||||
{
|
||||
auto &fake_pos = _aid_src_fake_pos;
|
||||
|
||||
// clear
|
||||
resetEstimatorAidStatusFlags(fake_pos);
|
||||
|
||||
// If we aren't doing any aiding, fake position measurements at the last known position to constrain drift
|
||||
// During intial tilt aligment, fake position is used to perform a "quasi-stationary" leveling of the EKF
|
||||
const bool fake_pos_data_ready = isTimedOut(_time_last_fake_pos_fuse, (uint64_t)2e5); // Fuse fake position at a limited rate
|
||||
const bool fake_pos_data_ready = isTimedOut(fake_pos.time_last_fuse[0], (uint64_t)2e5); // Fuse fake position at a limited rate
|
||||
|
||||
if (fake_pos_data_ready) {
|
||||
const bool continuing_conditions_passing = !isHorizontalAidingActive();
|
||||
@@ -52,7 +57,7 @@ void Ekf::controlFakePosFusion()
|
||||
if (continuing_conditions_passing) {
|
||||
fuseFakePosition();
|
||||
|
||||
const bool is_fusion_failing = isTimedOut(_time_last_fake_pos_fuse, (uint64_t)4e5);
|
||||
const bool is_fusion_failing = isTimedOut(fake_pos.time_last_fuse[0], (uint64_t)4e5);
|
||||
|
||||
if (is_fusion_failing) {
|
||||
resetFakePosFusion();
|
||||
@@ -79,6 +84,7 @@ void Ekf::controlFakePosFusion()
|
||||
void Ekf::startFakePosFusion()
|
||||
{
|
||||
if (!_using_synthetic_position) {
|
||||
ECL_INFO("start fake position fusion");
|
||||
_using_synthetic_position = true;
|
||||
_fuse_hpos_as_odom = false; // TODO: needed?
|
||||
resetFakePosFusion();
|
||||
@@ -87,39 +93,68 @@ void Ekf::startFakePosFusion()
|
||||
|
||||
void Ekf::resetFakePosFusion()
|
||||
{
|
||||
ECL_INFO("reset fake position fusion");
|
||||
_last_known_posNE = _state.pos.xy();
|
||||
|
||||
resetHorizontalPositionToLastKnown();
|
||||
resetHorizontalVelocityToZero();
|
||||
_time_last_fake_pos_fuse = _time_last_imu;
|
||||
|
||||
_aid_src_fake_pos.time_last_fuse[0] = _time_last_imu;
|
||||
_aid_src_fake_pos.time_last_fuse[1] = _time_last_imu;
|
||||
}
|
||||
|
||||
void Ekf::stopFakePosFusion()
|
||||
{
|
||||
_using_synthetic_position = false;
|
||||
if (_using_synthetic_position) {
|
||||
ECL_INFO("stop fake position fusion");
|
||||
_using_synthetic_position = false;
|
||||
|
||||
resetEstimatorAidStatus(_aid_src_fake_pos);
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::fuseFakePosition()
|
||||
{
|
||||
Vector3f fake_pos_obs_var;
|
||||
Vector2f obs_var;
|
||||
|
||||
if (_control_status.flags.in_air && _control_status.flags.tilt_align) {
|
||||
fake_pos_obs_var(0) = fake_pos_obs_var(1) = sq(fmaxf(_params.pos_noaid_noise, _params.gps_pos_noise));
|
||||
obs_var(0) = obs_var(1) = sq(fmaxf(_params.pos_noaid_noise, _params.gps_pos_noise));
|
||||
|
||||
} else if (!_control_status.flags.in_air && _control_status.flags.vehicle_at_rest) {
|
||||
// Accelerate tilt fine alignment by fusing more
|
||||
// aggressively when the vehicle is at rest
|
||||
fake_pos_obs_var(0) = fake_pos_obs_var(1) = sq(0.01f);
|
||||
obs_var(0) = obs_var(1) = sq(0.01f);
|
||||
|
||||
} else {
|
||||
fake_pos_obs_var(0) = fake_pos_obs_var(1) = sq(0.5f);
|
||||
obs_var(0) = obs_var(1) = sq(0.5f);
|
||||
}
|
||||
|
||||
_gps_pos_innov.xy() = Vector2f(_state.pos) - _last_known_posNE;
|
||||
const float innov_gate = 3.f;
|
||||
|
||||
const float fake_pos_innov_gate = 3.f;
|
||||
auto &fake_pos = _aid_src_fake_pos;
|
||||
|
||||
if (fuseHorizontalPosition(_gps_pos_innov, fake_pos_innov_gate, fake_pos_obs_var,
|
||||
_gps_pos_innov_var, _gps_pos_test_ratio, true)) {
|
||||
_time_last_fake_pos_fuse = _time_last_imu;
|
||||
for (int i = 0; i < 2; i++) {
|
||||
fake_pos.observation[i] = _last_known_posNE(i);
|
||||
fake_pos.observation_variance[i] = obs_var(i);
|
||||
|
||||
fake_pos.innovation[i] = _state.pos(i) - _last_known_posNE(i);
|
||||
fake_pos.innovation_variance[i] = P(7 + i, 7 + i) + obs_var(i);
|
||||
}
|
||||
|
||||
setEstimatorAidStatusTestRatio(fake_pos, innov_gate);
|
||||
|
||||
// fuse
|
||||
for (int i = 0; i < 2; i++) {
|
||||
// always protect against extreme values that could result in a NaN
|
||||
fake_pos.fusion_enabled[i] = fake_pos.test_ratio[i] < sq(100.0f / innov_gate);
|
||||
|
||||
if (fake_pos.fusion_enabled[i] && !fake_pos.innovation_rejected[i]) {
|
||||
if (fuseVelPosHeight(fake_pos.innovation[i], fake_pos.innovation_variance[i], 3 + i)) {
|
||||
fake_pos.fused[i] = true;
|
||||
fake_pos.time_last_fuse[i] = _time_last_imu;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
fake_pos.timestamp_sample = _time_last_imu;
|
||||
}
|
||||
|
||||
@@ -48,6 +48,14 @@ void Ekf::controlGpsFusion()
|
||||
|
||||
// Check for new GPS data that has fallen behind the fusion time horizon
|
||||
if (_gps_data_ready) {
|
||||
|
||||
// reset flags
|
||||
resetEstimatorAidStatusFlags(_aid_src_gnss_vel);
|
||||
resetEstimatorAidStatusFlags(_aid_src_gnss_pos);
|
||||
|
||||
updateGpsVel(_gps_sample_delayed);
|
||||
updateGpsPos(_gps_sample_delayed);
|
||||
|
||||
const bool gps_checks_passing = isTimedOut(_last_gps_fail_us, (uint64_t)5e6);
|
||||
const bool gps_checks_failing = isTimedOut(_last_gps_pass_us, (uint64_t)5e6);
|
||||
|
||||
@@ -67,7 +75,8 @@ void Ekf::controlGpsFusion()
|
||||
if (continuing_conditions_passing
|
||||
|| !isOtherSourceOfHorizontalAidingThan(_control_status.flags.gps)) {
|
||||
|
||||
fuseGpsVelPos();
|
||||
fuseGpsVel();
|
||||
fuseGpsPos();
|
||||
|
||||
if (shouldResetGpsFusion()) {
|
||||
const bool was_gps_signal_lost = isTimedOut(_time_prev_gps_us, 1000000);
|
||||
|
||||
@@ -39,39 +39,143 @@
|
||||
/* #include <mathlib/mathlib.h> */
|
||||
#include "ekf.h"
|
||||
|
||||
void Ekf::fuseGpsVelPos()
|
||||
void Ekf::updateGpsVel(const gpsSample &gps_sample)
|
||||
{
|
||||
Vector3f gps_pos_obs_var;
|
||||
const float vel_var = sq(gps_sample.sacc);
|
||||
const Vector3f obs_var{vel_var, vel_var, vel_var * sq(1.5f)};
|
||||
|
||||
// innovation gate size
|
||||
const float innov_gate = fmaxf(_params.gps_vel_innov_gate, 1.f);
|
||||
|
||||
auto &gps_vel = _aid_src_gnss_vel;
|
||||
|
||||
for (int i = 0; i < 3; i++) {
|
||||
gps_vel.observation[i] = gps_sample.vel(i);
|
||||
gps_vel.observation_variance[i] = obs_var(i);
|
||||
|
||||
gps_vel.innovation[i] = _state.vel(i) - gps_sample.vel(i);
|
||||
gps_vel.innovation_variance[i] = P(4 + i, 4 + i) + obs_var(i);
|
||||
}
|
||||
|
||||
setEstimatorAidStatusTestRatio(gps_vel, innov_gate);
|
||||
|
||||
// vz special case if there is bad vertical acceleration data, then don't reject measurement,
|
||||
// but limit innovation to prevent spikes that could destabilise the filter
|
||||
if (_fault_status.flags.bad_acc_vertical && gps_vel.innovation_rejected[2]) {
|
||||
const float innov_limit = innov_gate * sqrtf(gps_vel.innovation_variance[2]);
|
||||
gps_vel.innovation[2] = math::constrain(gps_vel.innovation[2], -innov_limit, innov_limit);
|
||||
gps_vel.innovation_rejected[2] = false;
|
||||
}
|
||||
|
||||
gps_vel.timestamp_sample = gps_sample.time_us;
|
||||
}
|
||||
|
||||
void Ekf::updateGpsPos(const gpsSample &gps_sample)
|
||||
{
|
||||
Vector3f position;
|
||||
position(0) = gps_sample.pos(0);
|
||||
position(1) = gps_sample.pos(1);
|
||||
|
||||
// vertical position - gps measurement has opposite sign to earth z axis
|
||||
position(2) = -(gps_sample.hgt - _gps_alt_ref - _gps_hgt_offset);
|
||||
|
||||
const float lower_limit = fmaxf(_params.gps_pos_noise, 0.01f);
|
||||
|
||||
Vector3f obs_var;
|
||||
|
||||
if (isOtherSourceOfHorizontalAidingThan(_control_status.flags.gps)) {
|
||||
// if we are using other sources of aiding, then relax the upper observation
|
||||
// noise limit which prevents bad GPS perturbing the position estimate
|
||||
gps_pos_obs_var(0) = gps_pos_obs_var(1) = sq(fmaxf(_gps_sample_delayed.hacc, lower_limit));
|
||||
obs_var(0) = obs_var(1) = sq(fmaxf(gps_sample.hacc, lower_limit));
|
||||
|
||||
} else {
|
||||
// if we are not using another source of aiding, then we are reliant on the GPS
|
||||
// observations to constrain attitude errors and must limit the observation noise value.
|
||||
float upper_limit = fmaxf(_params.pos_noaid_noise, lower_limit);
|
||||
gps_pos_obs_var(0) = gps_pos_obs_var(1) = sq(math::constrain(_gps_sample_delayed.hacc, lower_limit, upper_limit));
|
||||
obs_var(0) = obs_var(1) = sq(math::constrain(gps_sample.hacc, lower_limit, upper_limit));
|
||||
}
|
||||
|
||||
obs_var(2) = getGpsHeightVariance();
|
||||
|
||||
// innovation gate size
|
||||
float innov_gate = fmaxf(_params.gps_pos_innov_gate, 1.f);
|
||||
|
||||
const float vel_var = sq(_gps_sample_delayed.sacc);
|
||||
const Vector3f gps_vel_obs_var{vel_var, vel_var, vel_var * sq(1.5f)};
|
||||
auto &gps_pos = _aid_src_gnss_pos;
|
||||
|
||||
// calculate innovations
|
||||
_gps_vel_innov = _state.vel - _gps_sample_delayed.vel;
|
||||
_gps_pos_innov.xy() = Vector2f(_state.pos) - _gps_sample_delayed.pos;
|
||||
for (int i = 0; i < 3; i++) {
|
||||
gps_pos.observation[i] = position(i);
|
||||
gps_pos.observation_variance[i] = obs_var(i);
|
||||
|
||||
// set innovation gate size
|
||||
const float pos_innov_gate = fmaxf(_params.gps_pos_innov_gate, 1.f);
|
||||
const float vel_innov_gate = fmaxf(_params.gps_vel_innov_gate, 1.f);
|
||||
gps_pos.innovation[i] = _state.pos(i) - position(i);
|
||||
gps_pos.innovation_variance[i] = P(7 + i, 7 + i) + obs_var(i);
|
||||
}
|
||||
|
||||
// fuse GPS measurement
|
||||
fuseHorizontalVelocity(_gps_vel_innov, vel_innov_gate, gps_vel_obs_var, _gps_vel_innov_var, _gps_vel_test_ratio);
|
||||
fuseVerticalVelocity(_gps_vel_innov, vel_innov_gate, gps_vel_obs_var, _gps_vel_innov_var, _gps_vel_test_ratio);
|
||||
fuseHorizontalPosition(_gps_pos_innov, pos_innov_gate, gps_pos_obs_var, _gps_pos_innov_var, _gps_pos_test_ratio);
|
||||
setEstimatorAidStatusTestRatio(gps_pos, innov_gate);
|
||||
|
||||
// z special case if there is bad vertical acceleration data, then don't reject measurement,
|
||||
// but limit innovation to prevent spikes that could destabilise the filter
|
||||
if (_fault_status.flags.bad_acc_vertical && gps_pos.innovation_rejected[2]) {
|
||||
const float innov_limit = innov_gate * sqrtf(gps_pos.innovation_variance[2]);
|
||||
gps_pos.innovation[2] = math::constrain(gps_pos.innovation[2], -innov_limit, innov_limit);
|
||||
gps_pos.innovation_rejected[2] = false;
|
||||
}
|
||||
|
||||
gps_pos.timestamp_sample = gps_sample.time_us;
|
||||
}
|
||||
|
||||
void Ekf::fuseGpsVel()
|
||||
{
|
||||
// velocity
|
||||
auto &gps_vel = _aid_src_gnss_vel;
|
||||
|
||||
// vx & vy
|
||||
gps_vel.fusion_enabled[0] = true;
|
||||
gps_vel.fusion_enabled[1] = true;
|
||||
|
||||
if (!gps_vel.innovation_rejected[0] && !gps_vel.innovation_rejected[1]) {
|
||||
for (int i = 0; i < 2; i++) {
|
||||
if (fuseVelPosHeight(gps_vel.innovation[i], gps_vel.innovation_variance[i], i)) {
|
||||
gps_vel.fused[i] = true;
|
||||
gps_vel.time_last_fuse[i] = _time_last_imu;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// vz
|
||||
gps_vel.fusion_enabled[2] = true;
|
||||
|
||||
if (gps_vel.fusion_enabled[2] && !gps_vel.innovation_rejected[2]) {
|
||||
if (fuseVelPosHeight(gps_vel.innovation[2], gps_vel.innovation_variance[2], 2)) {
|
||||
gps_vel.fused[2] = true;
|
||||
gps_vel.time_last_fuse[2] = _time_last_imu;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::fuseGpsPos()
|
||||
{
|
||||
auto &gps_pos = _aid_src_gnss_pos;
|
||||
|
||||
// x & y
|
||||
gps_pos.fusion_enabled[0] = true;
|
||||
gps_pos.fusion_enabled[1] = true;
|
||||
|
||||
if (!gps_pos.innovation_rejected[0] && !gps_pos.innovation_rejected[1]) {
|
||||
for (int i = 0; i < 2; i++) {
|
||||
if (fuseVelPosHeight(gps_pos.innovation[i], gps_pos.innovation_variance[i], 3 + i)) {
|
||||
gps_pos.fused[i] = true;
|
||||
gps_pos.time_last_fuse[i] = _time_last_imu;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// z
|
||||
gps_pos.fusion_enabled[2] = _control_status.flags.gps_hgt;
|
||||
|
||||
if (gps_pos.fusion_enabled[2] && !gps_pos.innovation_rejected[2]) {
|
||||
if (fuseVelPosHeight(gps_pos.innovation[2], gps_pos.innovation_variance[2], 5)) {
|
||||
gps_pos.fused[2] = true;
|
||||
gps_pos.time_last_fuse[2] = _time_last_imu;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@@ -147,7 +147,7 @@ void Ekf::fuseGpsYaw()
|
||||
_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();
|
||||
memset(_aid_src_mag.test_ratio, 0, sizeof(_aid_src_mag.test_ratio));
|
||||
|
||||
if (_yaw_test_ratio > 1.0f) {
|
||||
_innov_check_fail_status.flags.reject_yaw = true;
|
||||
|
||||
@@ -38,12 +38,23 @@
|
||||
|
||||
#include "ekf.h"
|
||||
|
||||
void Ekf::fuseBaroHgt()
|
||||
void Ekf::updateBaroHgt(const baroSample &baro_sample, estimator_aid_source_1d_s &baro_hgt)
|
||||
{
|
||||
// vertical position innovation - baro measurement has opposite sign to earth z axis
|
||||
const float unbiased_baro = _baro_sample_delayed.hgt - _baro_b_est.getBias();
|
||||
// reset flags
|
||||
resetEstimatorAidStatusFlags(baro_hgt);
|
||||
|
||||
_baro_hgt_innov = _state.pos(2) + unbiased_baro - _baro_hgt_offset;
|
||||
// innovation gate size
|
||||
float innov_gate = fmaxf(_params.baro_innov_gate, 1.f);
|
||||
|
||||
// observation variance - user parameter defined
|
||||
float obs_var = sq(fmaxf(_params.baro_noise, 0.01f));
|
||||
|
||||
// vertical position innovation - baro measurement has opposite sign to earth z axis
|
||||
baro_hgt.observation = -(_baro_sample_delayed.hgt - _baro_b_est.getBias() - _baro_hgt_offset);
|
||||
baro_hgt.observation_variance = obs_var;
|
||||
|
||||
baro_hgt.innovation = _state.pos(2) - baro_hgt.observation;
|
||||
baro_hgt.innovation_variance = P(9, 9) + obs_var;
|
||||
|
||||
// Compensate for positive static pressure transients (negative vertical position innovations)
|
||||
// caused by rotor wash ground interaction by applying a temporary deadzone to baro innovations.
|
||||
@@ -52,55 +63,84 @@ void Ekf::fuseBaroHgt()
|
||||
const float deadzone_start = 0.0f;
|
||||
const float deadzone_end = deadzone_start + _params.gnd_effect_deadzone;
|
||||
|
||||
if (_baro_hgt_innov < -deadzone_start) {
|
||||
if (_baro_hgt_innov <= -deadzone_end) {
|
||||
_baro_hgt_innov += deadzone_end;
|
||||
if (baro_hgt.innovation < -deadzone_start) {
|
||||
if (baro_hgt.innovation <= -deadzone_end) {
|
||||
baro_hgt.innovation += deadzone_end;
|
||||
|
||||
} else {
|
||||
_baro_hgt_innov = -deadzone_start;
|
||||
baro_hgt.innovation = -deadzone_start;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// innovation gate size
|
||||
float innov_gate = fmaxf(_params.baro_innov_gate, 1.f);
|
||||
setEstimatorAidStatusTestRatio(baro_hgt, innov_gate);
|
||||
|
||||
// observation variance - user parameter defined
|
||||
float obs_var = sq(fmaxf(_params.baro_noise, 0.01f));
|
||||
// special case if there is bad vertical acceleration data, then don't reject measurement,
|
||||
// but limit innovation to prevent spikes that could destabilise the filter
|
||||
if (_fault_status.flags.bad_acc_vertical && baro_hgt.innovation_rejected) {
|
||||
const float innov_limit = innov_gate * sqrtf(baro_hgt.innovation_variance);
|
||||
baro_hgt.innovation = math::constrain(baro_hgt.innovation, -innov_limit, innov_limit);
|
||||
baro_hgt.innovation_rejected = false;
|
||||
}
|
||||
|
||||
fuseVerticalPosition(_baro_hgt_innov, innov_gate, obs_var,
|
||||
_baro_hgt_innov_var, _baro_hgt_test_ratio);
|
||||
baro_hgt.fusion_enabled = _control_status.flags.baro_hgt;
|
||||
|
||||
baro_hgt.timestamp_sample = baro_sample.time_us;
|
||||
}
|
||||
|
||||
void Ekf::fuseGpsHgt()
|
||||
void Ekf::fuseBaroHgt(estimator_aid_source_1d_s &baro_hgt)
|
||||
{
|
||||
// vertical position innovation - gps measurement has opposite sign to earth z axis
|
||||
_gps_pos_innov(2) = _state.pos(2) + _gps_sample_delayed.hgt - _gps_alt_ref - _hgt_sensor_offset;
|
||||
if (baro_hgt.fusion_enabled
|
||||
&& !baro_hgt.innovation_rejected
|
||||
&& fuseVelPosHeight(baro_hgt.innovation, baro_hgt.innovation_variance, 5)) {
|
||||
|
||||
// innovation gate size
|
||||
float innov_gate = fmaxf(_params.baro_innov_gate, 1.f);
|
||||
|
||||
float obs_var = getGpsHeightVariance();
|
||||
|
||||
// _gps_pos_test_ratio(1) is the vertical test ratio
|
||||
fuseVerticalPosition(_gps_pos_innov(2), innov_gate, obs_var,
|
||||
_gps_pos_innov_var(2), _gps_pos_test_ratio(1));
|
||||
baro_hgt.fused = true;
|
||||
baro_hgt.time_last_fuse = _time_last_imu;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::fuseRngHgt()
|
||||
void Ekf::updateRngHgt(estimator_aid_source_1d_s &rng_hgt)
|
||||
{
|
||||
// use range finder with tilt correction
|
||||
_rng_hgt_innov = _state.pos(2) - (-math::max(_range_sensor.getDistBottom(),
|
||||
_params.rng_gnd_clearance)) - _hgt_sensor_offset;
|
||||
|
||||
// innovation gate size
|
||||
float innov_gate = fmaxf(_params.range_innov_gate, 1.f);
|
||||
// reset flags
|
||||
resetEstimatorAidStatusFlags(rng_hgt);
|
||||
|
||||
// observation variance - user parameter defined
|
||||
float obs_var = fmaxf(sq(_params.range_noise) + sq(_params.range_noise_scaler * _range_sensor.getDistBottom()), 0.01f);
|
||||
|
||||
fuseVerticalPosition(_rng_hgt_innov, innov_gate, obs_var,
|
||||
_rng_hgt_innov_var, _rng_hgt_test_ratio);
|
||||
// innovation gate size
|
||||
float innov_gate = fmaxf(_params.range_innov_gate, 1.f);
|
||||
|
||||
// vertical position innovation, use range finder with tilt correction
|
||||
rng_hgt.observation = (-math::max(_range_sensor.getDistBottom(), _params.rng_gnd_clearance)) + _rng_hgt_offset;
|
||||
rng_hgt.observation_variance = obs_var;
|
||||
|
||||
rng_hgt.innovation = _state.pos(2) - rng_hgt.observation;
|
||||
rng_hgt.innovation_variance = P(9, 9) + obs_var;
|
||||
|
||||
setEstimatorAidStatusTestRatio(rng_hgt, innov_gate);
|
||||
|
||||
// special case if there is bad vertical acceleration data, then don't reject measurement,
|
||||
// but limit innovation to prevent spikes that could destabilise the filter
|
||||
if (_fault_status.flags.bad_acc_vertical && rng_hgt.innovation_rejected) {
|
||||
const float innov_limit = innov_gate * sqrtf(rng_hgt.innovation_variance);
|
||||
rng_hgt.innovation = math::constrain(rng_hgt.innovation, -innov_limit, innov_limit);
|
||||
rng_hgt.innovation_rejected = false;
|
||||
}
|
||||
|
||||
rng_hgt.fusion_enabled = _control_status.flags.rng_hgt;
|
||||
|
||||
rng_hgt.timestamp_sample = _range_sensor.getSampleAddress()->time_us;
|
||||
}
|
||||
|
||||
void Ekf::fuseRngHgt(estimator_aid_source_1d_s &rng_hgt)
|
||||
{
|
||||
if (rng_hgt.fusion_enabled
|
||||
&& !rng_hgt.innovation_rejected
|
||||
&& fuseVelPosHeight(rng_hgt.innovation, rng_hgt.innovation_variance, 5)) {
|
||||
|
||||
rng_hgt.fused = true;
|
||||
rng_hgt.time_last_fuse = _time_last_imu;
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::fuseEvHgt()
|
||||
|
||||
@@ -68,6 +68,10 @@ void Ekf::controlMagFusion()
|
||||
}
|
||||
|
||||
if (mag_data_ready) {
|
||||
// reset flags
|
||||
resetEstimatorAidStatusFlags(_aid_src_mag);
|
||||
resetEstimatorAidStatusFlags(_aid_src_mag_heading);
|
||||
|
||||
checkMagFieldStrength(mag_sample.mag);
|
||||
}
|
||||
|
||||
@@ -145,6 +149,11 @@ void Ekf::controlMagFusion()
|
||||
|
||||
runMagAndMagDeclFusions(mag_sample.mag);
|
||||
}
|
||||
|
||||
if (mag_data_ready) {
|
||||
_aid_src_mag.timestamp_sample = mag_sample.time_us;
|
||||
_aid_src_mag_heading.timestamp_sample = mag_sample.time_us;
|
||||
}
|
||||
}
|
||||
|
||||
bool Ekf::noOtherYawAidingThanMag() const
|
||||
@@ -369,13 +378,13 @@ void Ekf::run3DMagAndDeclFusions(const Vector3f &mag)
|
||||
// states for the first few observations.
|
||||
fuseDeclination(0.02f);
|
||||
_mag_decl_cov_reset = true;
|
||||
fuseMag(mag);
|
||||
fuseMag(_aid_src_mag, mag);
|
||||
|
||||
} 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(_aid_src_mag, mag);
|
||||
|
||||
if (_control_status.flags.mag_dec) {
|
||||
fuseDeclination(0.5f);
|
||||
|
||||
+309
-270
@@ -45,7 +45,7 @@
|
||||
|
||||
#include <mathlib/mathlib.h>
|
||||
|
||||
void Ekf::fuseMag(const Vector3f &mag)
|
||||
void Ekf::fuseMag(estimator_aid_source_3d_s &aid_src_mag, const Vector3f &mag)
|
||||
{
|
||||
// assign intermediate variables
|
||||
const float q0 = _state.quat_nominal(0);
|
||||
@@ -58,10 +58,11 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
const float magD = _state.mag_I(2);
|
||||
|
||||
// XYZ Measurement uncertainty. Need to consider timing errors for fast rotations
|
||||
const float R_MAG = sq(fmaxf(_params.mag_noise, 0.0f));
|
||||
const float R_MAG = sq(fmaxf(_params.mag_noise, 0.f));
|
||||
|
||||
// calculate intermediate variables used for X axis innovation variance, observation Jacobians and Kalman gains
|
||||
const char* numerical_error_covariance_reset_string = "numerical error - covariance reset";
|
||||
static constexpr const char numerical_error_covariance_reset_string[] {"numerical error - covariance reset"};
|
||||
|
||||
const float HKX0 = -magD*q2 + magE*q3 + magN*q0;
|
||||
const float HKX1 = magD*q3 + magE*q2 + magN*q1;
|
||||
const float HKX2 = magE*q1;
|
||||
@@ -87,21 +88,9 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
const float HKX22 = HKX10*P(1,17) - HKX11*P(1,18) + HKX12*P(1,1) + HKX13*P(0,1) - HKX14*P(1,2) + HKX15*P(1,3) + HKX6*P(1,16) + P(1,19);
|
||||
const float HKX23 = HKX10*P(17,19) - HKX11*P(18,19) + HKX12*P(1,19) + HKX13*P(0,19) - HKX14*P(2,19) + HKX15*P(3,19) + HKX6*P(16,19) + P(19,19);
|
||||
|
||||
_mag_innov_var(0) = HKX10*HKX20 - HKX11*HKX18 + HKX12*HKX22 + HKX13*HKX16 - HKX14*HKX19 + HKX15*HKX21 + HKX17*HKX6 + HKX23 + R_MAG;
|
||||
aid_src_mag.innovation_variance[0] = HKX10*HKX20 - HKX11*HKX18 + HKX12*HKX22 + HKX13*HKX16 - HKX14*HKX19 + HKX15*HKX21 + HKX17*HKX6 + HKX23 + R_MAG;
|
||||
|
||||
if (_mag_innov_var(0) < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_x = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magX %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
}
|
||||
|
||||
_fault_status.flags.bad_mag_x = false;
|
||||
|
||||
const float HKX24 = 1.0F/_mag_innov_var(0);
|
||||
const float HKX24 = 1.f / aid_src_mag.innovation_variance[0];
|
||||
|
||||
// intermediate variables for calculation of innovations variances for Y and Z axes
|
||||
// don't calculate all terms needed for observation jacobians and Kalman gains because
|
||||
@@ -126,69 +115,91 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
const float IV17 = 2*IV0 - 2*IV1;
|
||||
const float IV18 = IV10 - IV8 + IV9;
|
||||
|
||||
_mag_innov_var(1) = IV11*P(17,20) + IV11*(IV11*P(17,17) + IV2*P(17,18) - IV3*P(16,17) + IV4*P(2,17) + IV5*P(0,17) + IV6*P(1,17) - IV7*P(3,17) + P(17,20)) + IV2*P(18,20) + IV2*(IV11*P(17,18) + IV2*P(18,18) - IV3*P(16,18) + IV4*P(2,18) + IV5*P(0,18) + IV6*P(1,18) - IV7*P(3,18) + P(18,20)) - IV3*P(16,20) - IV3*(IV11*P(16,17) + IV2*P(16,18) - IV3*P(16,16) + IV4*P(2,16) + IV5*P(0,16) + IV6*P(1,16) - IV7*P(3,16) + P(16,20)) + IV4*P(2,20) + IV4*(IV11*P(2,17) - IV12 + IV2*P(2,18) - IV3*P(2,16) + IV4*P(2,2) + IV5*P(0,2) + IV6*P(1,2) + P(2,20)) + IV5*P(0,20) + IV5*(IV11*P(0,17) + IV14 + IV2*P(0,18) - IV3*P(0,16) + IV4*P(0,2) + IV5*P(0,0) - IV7*P(0,3) + P(0,20)) + IV6*P(1,20) + IV6*(IV11*P(1,17) + IV13 + IV2*P(1,18) - IV3*P(1,16) + IV4*P(1,2) + IV6*P(1,1) - IV7*P(1,3) + P(1,20)) - IV7*P(3,20) - IV7*(IV11*P(3,17) + IV15 + IV2*P(3,18) - IV3*P(3,16) + IV5*P(0,3) + IV6*P(1,3) - IV7*P(3,3) + P(3,20)) + P(20,20) + R_MAG;
|
||||
_mag_innov_var(2) = IV16*P(16,21) + IV16*(IV16*P(16,16) - IV17*P(16,17) + IV18*P(16,18) + IV4*P(3,16) - IV5*P(1,16) + IV6*P(0,16) + IV7*P(2,16) + P(16,21)) - IV17*P(17,21) - IV17*(IV16*P(16,17) - IV17*P(17,17) + IV18*P(17,18) + IV4*P(3,17) - IV5*P(1,17) + IV6*P(0,17) + IV7*P(2,17) + P(17,21)) + IV18*P(18,21) + IV18*(IV16*P(16,18) - IV17*P(17,18) + IV18*P(18,18) + IV4*P(3,18) - IV5*P(1,18) + IV6*P(0,18) + IV7*P(2,18) + P(18,21)) + IV4*P(3,21) + IV4*(IV12 + IV16*P(3,16) - IV17*P(3,17) + IV18*P(3,18) + IV4*P(3,3) - IV5*P(1,3) + IV6*P(0,3) + P(3,21)) - IV5*P(1,21) - IV5*(IV14 + IV16*P(1,16) - IV17*P(1,17) + IV18*P(1,18) + IV4*P(1,3) - IV5*P(1,1) + IV7*P(1,2) + P(1,21)) + IV6*P(0,21) + IV6*(-IV13 + IV16*P(0,16) - IV17*P(0,17) + IV18*P(0,18) + IV4*P(0,3) + IV6*P(0,0) + IV7*P(0,2) + P(0,21)) + IV7*P(2,21) + IV7*(IV15 + IV16*P(2,16) - IV17*P(2,17) + IV18*P(2,18) - IV5*P(1,2) + IV6*P(0,2) + IV7*P(2,2) + P(2,21)) + P(21,21) + R_MAG;
|
||||
aid_src_mag.innovation_variance[1] = IV11*P(17,20) + IV11*(IV11*P(17,17) + IV2*P(17,18) - IV3*P(16,17) + IV4*P(2,17) + IV5*P(0,17) + IV6*P(1,17) - IV7*P(3,17) + P(17,20)) + IV2*P(18,20) + IV2*(IV11*P(17,18) + IV2*P(18,18) - IV3*P(16,18) + IV4*P(2,18) + IV5*P(0,18) + IV6*P(1,18) - IV7*P(3,18) + P(18,20)) - IV3*P(16,20) - IV3*(IV11*P(16,17) + IV2*P(16,18) - IV3*P(16,16) + IV4*P(2,16) + IV5*P(0,16) + IV6*P(1,16) - IV7*P(3,16) + P(16,20)) + IV4*P(2,20) + IV4*(IV11*P(2,17) - IV12 + IV2*P(2,18) - IV3*P(2,16) + IV4*P(2,2) + IV5*P(0,2) + IV6*P(1,2) + P(2,20)) + IV5*P(0,20) + IV5*(IV11*P(0,17) + IV14 + IV2*P(0,18) - IV3*P(0,16) + IV4*P(0,2) + IV5*P(0,0) - IV7*P(0,3) + P(0,20)) + IV6*P(1,20) + IV6*(IV11*P(1,17) + IV13 + IV2*P(1,18) - IV3*P(1,16) + IV4*P(1,2) + IV6*P(1,1) - IV7*P(1,3) + P(1,20)) - IV7*P(3,20) - IV7*(IV11*P(3,17) + IV15 + IV2*P(3,18) - IV3*P(3,16) + IV5*P(0,3) + IV6*P(1,3) - IV7*P(3,3) + P(3,20)) + P(20,20) + R_MAG;
|
||||
aid_src_mag.innovation_variance[2] = IV16*P(16,21) + IV16*(IV16*P(16,16) - IV17*P(16,17) + IV18*P(16,18) + IV4*P(3,16) - IV5*P(1,16) + IV6*P(0,16) + IV7*P(2,16) + P(16,21)) - IV17*P(17,21) - IV17*(IV16*P(16,17) - IV17*P(17,17) + IV18*P(17,18) + IV4*P(3,17) - IV5*P(1,17) + IV6*P(0,17) + IV7*P(2,17) + P(17,21)) + IV18*P(18,21) + IV18*(IV16*P(16,18) - IV17*P(17,18) + IV18*P(18,18) + IV4*P(3,18) - IV5*P(1,18) + IV6*P(0,18) + IV7*P(2,18) + P(18,21)) + IV4*P(3,21) + IV4*(IV12 + IV16*P(3,16) - IV17*P(3,17) + IV18*P(3,18) + IV4*P(3,3) - IV5*P(1,3) + IV6*P(0,3) + P(3,21)) - IV5*P(1,21) - IV5*(IV14 + IV16*P(1,16) - IV17*P(1,17) + IV18*P(1,18) + IV4*P(1,3) - IV5*P(1,1) + IV7*P(1,2) + P(1,21)) + IV6*P(0,21) + IV6*(-IV13 + IV16*P(0,16) - IV17*P(0,17) + IV18*P(0,18) + IV4*P(0,3) + IV6*P(0,0) + IV7*P(0,2) + P(0,21)) + IV7*P(2,21) + IV7*(IV15 + IV16*P(2,16) - IV17*P(2,17) + IV18*P(2,18) - IV5*P(1,2) + IV6*P(0,2) + IV7*P(2,2) + P(2,21)) + P(21,21) + R_MAG;
|
||||
|
||||
// chedk innovation variances for being badly conditioned
|
||||
// check innovation variances for being badly conditioned
|
||||
if (_control_status.flags.mag_3D) {
|
||||
|
||||
if (_mag_innov_var(1) < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negtive which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_y = true;
|
||||
if (aid_src_mag.innovation_variance[0] < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_x = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magY %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magX %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
|
||||
} else {
|
||||
_fault_status.flags.bad_mag_x = false;
|
||||
}
|
||||
|
||||
if (aid_src_mag.innovation_variance[1] < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negtive which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_y = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magY %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
|
||||
} else {
|
||||
_fault_status.flags.bad_mag_y = false;
|
||||
}
|
||||
|
||||
if (aid_src_mag.innovation_variance[2] < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_z = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magZ %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
|
||||
} else {
|
||||
_fault_status.flags.bad_mag_z = false;
|
||||
}
|
||||
}
|
||||
|
||||
_fault_status.flags.bad_mag_y = false;
|
||||
|
||||
if (_mag_innov_var(2) < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_z = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magZ %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
}
|
||||
|
||||
_fault_status.flags.bad_mag_z = false;
|
||||
// compute magnetometer innovations
|
||||
// Perform an innovation consistency check and report the result
|
||||
float innov_gate = math::max(_params.mag_innov_gate, 1.f);
|
||||
|
||||
// rotate magnetometer earth field state into body frame
|
||||
const Dcmf R_to_body = quatToInverseRotMat(_state.quat_nominal);
|
||||
|
||||
const Vector3f mag_I_rot = R_to_body * _state.mag_I;
|
||||
|
||||
// compute magnetometer innovations
|
||||
_mag_innov = mag_I_rot + _state.mag_B - mag;
|
||||
const Vector3f mag_observation = mag - _state.mag_B;
|
||||
const Vector3f mag_innov = mag_I_rot - mag_observation;
|
||||
|
||||
mag_observation.copyTo(aid_src_mag.observation);
|
||||
mag_innov.copyTo(aid_src_mag.innovation);
|
||||
|
||||
for (int i = 0; i < 3; i++) {
|
||||
aid_src_mag.observation_variance[i] = R_MAG;
|
||||
// aid_src_mag.innovation_variance[i] // computed separately
|
||||
aid_src_mag.test_ratio[i] = sq(aid_src_mag.innovation[i]) / (sq(innov_gate) * aid_src_mag.innovation_variance[i]);
|
||||
|
||||
aid_src_mag.innovation_rejected[i] = (aid_src_mag.test_ratio[i] > 1.f);
|
||||
}
|
||||
|
||||
// do not use the synthesized measurement for the magnetomter Z component for 3D fusion
|
||||
if (_control_status.flags.synthetic_mag_z) {
|
||||
_mag_innov(2) = 0.0f;
|
||||
}
|
||||
|
||||
// Perform an innovation consistency check and report the result
|
||||
bool all_innovation_checks_passed = true;
|
||||
|
||||
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));
|
||||
|
||||
} else {
|
||||
_innov_check_fail_status.value &= ~(1 << (index + 3));
|
||||
}
|
||||
aid_src_mag.innovation[2] = 0.0f;
|
||||
aid_src_mag.innovation_rejected[2] = 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;
|
||||
if (_control_status.flags.mag_3D) {
|
||||
for (auto& innovation_rejected : aid_src_mag.innovation_rejected) {
|
||||
if (innovation_rejected) {
|
||||
return;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// For the first few seconds after in-flight alignment we allow the magnetic field state estimates to stabilise
|
||||
@@ -200,223 +211,251 @@ void Ekf::fuseMag(const Vector3f &mag)
|
||||
Vector24f Kfusion;
|
||||
|
||||
// update the states and covariance using sequential fusion of the magnetometer components
|
||||
for (uint8_t index = 0; index <= 2; index++) {
|
||||
// Calculate Kalman gains and observation jacobians
|
||||
|
||||
// Calculate Kalman gains and observation jacobians
|
||||
if (index == 0) {
|
||||
// Calculate X axis observation jacobians
|
||||
Hfusion.at<0>() = 2*HKX0;
|
||||
Hfusion.at<1>() = 2*HKX1;
|
||||
Hfusion.at<2>() = 2*HKX2 - 2*HKX3 - 2*HKX4;
|
||||
Hfusion.at<3>() = 2*HKX5;
|
||||
Hfusion.at<16>() = HKX6;
|
||||
Hfusion.at<17>() = 2*HKX7;
|
||||
Hfusion.at<18>() = 2*HKX8 - 2*HKX9;
|
||||
Hfusion.at<19>() = 1;
|
||||
// Calculate X axis observation jacobians
|
||||
Hfusion.at<0>() = 2*HKX0;
|
||||
Hfusion.at<1>() = 2*HKX1;
|
||||
Hfusion.at<2>() = 2*HKX2 - 2*HKX3 - 2*HKX4;
|
||||
Hfusion.at<3>() = 2*HKX5;
|
||||
Hfusion.at<16>() = HKX6;
|
||||
Hfusion.at<17>() = 2*HKX7;
|
||||
Hfusion.at<18>() = 2*HKX8 - 2*HKX9;
|
||||
Hfusion.at<19>() = 1;
|
||||
|
||||
// Calculate X axis Kalman gains
|
||||
if (update_all_states) {
|
||||
Kfusion(0) = HKX16*HKX24;
|
||||
Kfusion(1) = HKX22*HKX24;
|
||||
Kfusion(2) = HKX19*HKX24;
|
||||
Kfusion(3) = HKX21*HKX24;
|
||||
// Calculate X axis Kalman gains
|
||||
if (update_all_states) {
|
||||
Kfusion(0) = HKX16*HKX24;
|
||||
Kfusion(1) = HKX22*HKX24;
|
||||
Kfusion(2) = HKX19*HKX24;
|
||||
Kfusion(3) = HKX21*HKX24;
|
||||
|
||||
for (unsigned row = 4; row <= 15; row++) {
|
||||
Kfusion(row) = HKX24*(HKX10*P(row,17) - HKX11*P(row,18) + HKX12*P(1,row) + HKX13*P(0,row) - HKX14*P(2,row) + HKX15*P(3,row) + HKX6*P(row,16) + P(row,19));
|
||||
}
|
||||
|
||||
for (unsigned row = 22; row <= 23; row++) {
|
||||
Kfusion(row) = HKX24*(HKX10*P(17,row) - HKX11*P(18,row) + HKX12*P(1,row) + HKX13*P(0,row) - HKX14*P(2,row) + HKX15*P(3,row) + HKX6*P(16,row) + P(19,row));
|
||||
}
|
||||
}
|
||||
|
||||
Kfusion(16) = HKX17*HKX24;
|
||||
Kfusion(17) = HKX20*HKX24;
|
||||
Kfusion(18) = HKX18*HKX24;
|
||||
Kfusion(19) = HKX23*HKX24;
|
||||
|
||||
for (unsigned row = 20; row <= 21; row++) {
|
||||
Kfusion(row) = HKX24*(HKX10*P(17,row) - HKX11*P(18,row) + HKX12*P(1,row) + HKX13*P(0,row) - HKX14*P(2,row) + HKX15*P(3,row) + HKX6*P(16,row) + P(19,row));
|
||||
}
|
||||
|
||||
} else if (index == 1) {
|
||||
|
||||
// recalculate innovation variance becasue states and covariances have changed due to previous fusion
|
||||
const float HKY0 = magD*q1 + magE*q0 - magN*q3;
|
||||
const float HKY1 = magD*q0 - magE*q1 + magN*q2;
|
||||
const float HKY2 = magD*q3 + magE*q2 + magN*q1;
|
||||
const float HKY3 = magD*q2;
|
||||
const float HKY4 = magE*q3;
|
||||
const float HKY5 = magN*q0;
|
||||
const float HKY6 = q1*q2;
|
||||
const float HKY7 = q0*q3;
|
||||
const float HKY8 = ecl::powf(q0, 2) - ecl::powf(q1, 2) + ecl::powf(q2, 2) - ecl::powf(q3, 2);
|
||||
const float HKY9 = q0*q1 + q2*q3;
|
||||
const float HKY10 = 2*HKY9;
|
||||
const float HKY11 = -2*HKY6 + 2*HKY7;
|
||||
const float HKY12 = 2*HKY2;
|
||||
const float HKY13 = 2*HKY0;
|
||||
const float HKY14 = 2*HKY1;
|
||||
const float HKY15 = -2*HKY3 + 2*HKY4 + 2*HKY5;
|
||||
const float HKY16 = HKY10*P(0,18) - HKY11*P(0,16) + HKY12*P(0,2) + HKY13*P(0,0) + HKY14*P(0,1) - HKY15*P(0,3) + HKY8*P(0,17) + P(0,20);
|
||||
const float HKY17 = HKY10*P(17,18) - HKY11*P(16,17) + HKY12*P(2,17) + HKY13*P(0,17) + HKY14*P(1,17) - HKY15*P(3,17) + HKY8*P(17,17) + P(17,20);
|
||||
const float HKY18 = HKY10*P(16,18) - HKY11*P(16,16) + HKY12*P(2,16) + HKY13*P(0,16) + HKY14*P(1,16) - HKY15*P(3,16) + HKY8*P(16,17) + P(16,20);
|
||||
const float HKY19 = HKY10*P(3,18) - HKY11*P(3,16) + HKY12*P(2,3) + HKY13*P(0,3) + HKY14*P(1,3) - HKY15*P(3,3) + HKY8*P(3,17) + P(3,20);
|
||||
const float HKY20 = HKY10*P(18,18) - HKY11*P(16,18) + HKY12*P(2,18) + HKY13*P(0,18) + HKY14*P(1,18) - HKY15*P(3,18) + HKY8*P(17,18) + P(18,20);
|
||||
const float HKY21 = HKY10*P(1,18) - HKY11*P(1,16) + HKY12*P(1,2) + HKY13*P(0,1) + HKY14*P(1,1) - HKY15*P(1,3) + HKY8*P(1,17) + P(1,20);
|
||||
const float HKY22 = HKY10*P(2,18) - HKY11*P(2,16) + HKY12*P(2,2) + HKY13*P(0,2) + HKY14*P(1,2) - HKY15*P(2,3) + HKY8*P(2,17) + P(2,20);
|
||||
const float HKY23 = HKY10*P(18,20) - HKY11*P(16,20) + HKY12*P(2,20) + HKY13*P(0,20) + HKY14*P(1,20) - HKY15*P(3,20) + HKY8*P(17,20) + P(20,20);
|
||||
|
||||
_mag_innov_var(1) = (HKY10*HKY20 - HKY11*HKY18 + HKY12*HKY22 + HKY13*HKY16 + HKY14*HKY21 - HKY15*HKY19 + HKY17*HKY8 + HKY23 + R_MAG);
|
||||
|
||||
if (_mag_innov_var(1) < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_y = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magY %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
}
|
||||
const float HKY24 = 1.0F/_mag_innov_var(1);
|
||||
|
||||
// Calculate Y axis observation jacobians
|
||||
Hfusion.setZero();
|
||||
Hfusion.at<0>() = 2*HKY0;
|
||||
Hfusion.at<1>() = 2*HKY1;
|
||||
Hfusion.at<2>() = 2*HKY2;
|
||||
Hfusion.at<3>() = 2*HKY3 - 2*HKY4 - 2*HKY5;
|
||||
Hfusion.at<16>() = 2*HKY6 - 2*HKY7;
|
||||
Hfusion.at<17>() = HKY8;
|
||||
Hfusion.at<18>() = 2*HKY9;
|
||||
Hfusion.at<20>() = 1;
|
||||
|
||||
// Calculate Y axis Kalman gains
|
||||
if (update_all_states) {
|
||||
Kfusion(0) = HKY16*HKY24;
|
||||
Kfusion(1) = HKY21*HKY24;
|
||||
Kfusion(2) = HKY22*HKY24;
|
||||
Kfusion(3) = HKY19*HKY24;
|
||||
|
||||
for (unsigned row = 4; row <= 15; row++) {
|
||||
Kfusion(row) = HKY24*(HKY10*P(row,18) - HKY11*P(row,16) + HKY12*P(2,row) + HKY13*P(0,row) + HKY14*P(1,row) - HKY15*P(3,row) + HKY8*P(row,17) + P(row,20));
|
||||
}
|
||||
|
||||
for (unsigned row = 22; row <= 23; row++) {
|
||||
Kfusion(row) = HKY24*(HKY10*P(18,row) - HKY11*P(16,row) + HKY12*P(2,row) + HKY13*P(0,row) + HKY14*P(1,row) - HKY15*P(3,row) + HKY8*P(17,row) + P(20,row));
|
||||
}
|
||||
}
|
||||
|
||||
Kfusion(16) = HKY18*HKY24;
|
||||
Kfusion(17) = HKY17*HKY24;
|
||||
Kfusion(18) = HKY20*HKY24;
|
||||
Kfusion(19) = HKY24*(HKY10*P(18,19) - HKY11*P(16,19) + HKY12*P(2,19) + HKY13*P(0,19) + HKY14*P(1,19) - HKY15*P(3,19) + HKY8*P(17,19) + P(19,20));
|
||||
Kfusion(20) = HKY23*HKY24;
|
||||
Kfusion(21) = HKY24*(HKY10*P(18,21) - HKY11*P(16,21) + HKY12*P(2,21) + HKY13*P(0,21) + HKY14*P(1,21) - HKY15*P(3,21) + HKY8*P(17,21) + P(20,21));
|
||||
|
||||
} else if (index == 2) {
|
||||
|
||||
// we do not fuse synthesized magnetomter measurements when doing 3D fusion
|
||||
if (_control_status.flags.synthetic_mag_z) {
|
||||
continue;
|
||||
}
|
||||
|
||||
// recalculate innovation variance becasue states and covariances have changed due to previous fusion
|
||||
const float HKZ0 = magD*q0 - magE*q1 + magN*q2;
|
||||
const float HKZ1 = magN*q3;
|
||||
const float HKZ2 = magD*q1;
|
||||
const float HKZ3 = magE*q0;
|
||||
const float HKZ4 = -magD*q2 + magE*q3 + magN*q0;
|
||||
const float HKZ5 = magD*q3 + magE*q2 + magN*q1;
|
||||
const float HKZ6 = q0*q2 + q1*q3;
|
||||
const float HKZ7 = q2*q3;
|
||||
const float HKZ8 = q0*q1;
|
||||
const float HKZ9 = ecl::powf(q0, 2) - ecl::powf(q1, 2) - ecl::powf(q2, 2) + ecl::powf(q3, 2);
|
||||
const float HKZ10 = 2*HKZ6;
|
||||
const float HKZ11 = -2*HKZ7 + 2*HKZ8;
|
||||
const float HKZ12 = 2*HKZ5;
|
||||
const float HKZ13 = 2*HKZ0;
|
||||
const float HKZ14 = -2*HKZ1 + 2*HKZ2 + 2*HKZ3;
|
||||
const float HKZ15 = 2*HKZ4;
|
||||
const float HKZ16 = HKZ10*P(0,16) - HKZ11*P(0,17) + HKZ12*P(0,3) + HKZ13*P(0,0) - HKZ14*P(0,1) + HKZ15*P(0,2) + HKZ9*P(0,18) + P(0,21);
|
||||
const float HKZ17 = HKZ10*P(16,18) - HKZ11*P(17,18) + HKZ12*P(3,18) + HKZ13*P(0,18) - HKZ14*P(1,18) + HKZ15*P(2,18) + HKZ9*P(18,18) + P(18,21);
|
||||
const float HKZ18 = HKZ10*P(16,17) - HKZ11*P(17,17) + HKZ12*P(3,17) + HKZ13*P(0,17) - HKZ14*P(1,17) + HKZ15*P(2,17) + HKZ9*P(17,18) + P(17,21);
|
||||
const float HKZ19 = HKZ10*P(1,16) - HKZ11*P(1,17) + HKZ12*P(1,3) + HKZ13*P(0,1) - HKZ14*P(1,1) + HKZ15*P(1,2) + HKZ9*P(1,18) + P(1,21);
|
||||
const float HKZ20 = HKZ10*P(16,16) - HKZ11*P(16,17) + HKZ12*P(3,16) + HKZ13*P(0,16) - HKZ14*P(1,16) + HKZ15*P(2,16) + HKZ9*P(16,18) + P(16,21);
|
||||
const float HKZ21 = HKZ10*P(3,16) - HKZ11*P(3,17) + HKZ12*P(3,3) + HKZ13*P(0,3) - HKZ14*P(1,3) + HKZ15*P(2,3) + HKZ9*P(3,18) + P(3,21);
|
||||
const float HKZ22 = HKZ10*P(2,16) - HKZ11*P(2,17) + HKZ12*P(2,3) + HKZ13*P(0,2) - HKZ14*P(1,2) + HKZ15*P(2,2) + HKZ9*P(2,18) + P(2,21);
|
||||
const float HKZ23 = HKZ10*P(16,21) - HKZ11*P(17,21) + HKZ12*P(3,21) + HKZ13*P(0,21) - HKZ14*P(1,21) + HKZ15*P(2,21) + HKZ9*P(18,21) + P(21,21);
|
||||
|
||||
_mag_innov_var(2) = (HKZ10*HKZ20 - HKZ11*HKZ18 + HKZ12*HKZ21 + HKZ13*HKZ16 - HKZ14*HKZ19 + HKZ15*HKZ22 + HKZ17*HKZ9 + HKZ23 + R_MAG);
|
||||
|
||||
if (_mag_innov_var(2) < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_z = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magZ %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
}
|
||||
|
||||
const float HKZ24 = 1.0F/_mag_innov_var(2);
|
||||
|
||||
// calculate Z axis observation jacobians
|
||||
Hfusion.setZero();
|
||||
Hfusion.at<0>() = 2*HKZ0;
|
||||
Hfusion.at<1>() = 2*HKZ1 - 2*HKZ2 - 2*HKZ3;
|
||||
Hfusion.at<2>() = 2*HKZ4;
|
||||
Hfusion.at<3>() = 2*HKZ5;
|
||||
Hfusion.at<16>() = 2*HKZ6;
|
||||
Hfusion.at<17>() = 2*HKZ7 - 2*HKZ8;
|
||||
Hfusion.at<18>() = HKZ9;
|
||||
Hfusion.at<21>() = 1;
|
||||
|
||||
// Calculate Z axis Kalman gains
|
||||
if (update_all_states) {
|
||||
Kfusion(0) = HKZ16*HKZ24;
|
||||
Kfusion(1) = HKZ19*HKZ24;
|
||||
Kfusion(2) = HKZ22*HKZ24;
|
||||
Kfusion(3) = HKZ21*HKZ24;
|
||||
|
||||
for (unsigned row = 4; row <= 15; row++) {
|
||||
Kfusion(row) = HKZ24*(HKZ10*P(row,16) - HKZ11*P(row,17) + HKZ12*P(3,row) + HKZ13*P(0,row) - HKZ14*P(1,row) + HKZ15*P(2,row) + HKZ9*P(row,18) + P(row,21));
|
||||
}
|
||||
|
||||
for (unsigned row = 22; row <= 23; row++) {
|
||||
Kfusion(row) = HKZ24*(HKZ10*P(16,row) - HKZ11*P(17,row) + HKZ12*P(3,row) + HKZ13*P(0,row) - HKZ14*P(1,row) + HKZ15*P(2,row) + HKZ9*P(18,row) + P(21,row));
|
||||
}
|
||||
}
|
||||
|
||||
Kfusion(16) = HKZ20*HKZ24;
|
||||
Kfusion(17) = HKZ18*HKZ24;
|
||||
Kfusion(18) = HKZ17*HKZ24;
|
||||
|
||||
for (unsigned row = 19; row <= 20; row++) {
|
||||
Kfusion(row) = HKZ24*(HKZ10*P(16,row) - HKZ11*P(17,row) + HKZ12*P(3,row) + HKZ13*P(0,row) - HKZ14*P(1,row) + HKZ15*P(2,row) + HKZ9*P(18,row) + P(row,21));
|
||||
}
|
||||
|
||||
Kfusion(21) = HKZ23*HKZ24;
|
||||
for (unsigned row = 4; row <= 15; row++) {
|
||||
Kfusion(row) = HKX24*(HKX10*P(row,17) - HKX11*P(row,18) + HKX12*P(1,row) + HKX13*P(0,row) - HKX14*P(2,row) + HKX15*P(3,row) + HKX6*P(row,16) + P(row,19));
|
||||
}
|
||||
|
||||
const bool is_fused = measurementUpdate(Kfusion, Hfusion, _mag_innov(index));
|
||||
|
||||
switch (index) {
|
||||
case 0:
|
||||
_fault_status.flags.bad_mag_x = !is_fused;
|
||||
break;
|
||||
|
||||
case 1:
|
||||
_fault_status.flags.bad_mag_y = !is_fused;
|
||||
break;
|
||||
|
||||
case 2:
|
||||
_fault_status.flags.bad_mag_z = !is_fused;
|
||||
break;
|
||||
for (unsigned row = 22; row <= 23; row++) {
|
||||
Kfusion(row) = HKX24*(HKX10*P(17,row) - HKX11*P(18,row) + HKX12*P(1,row) + HKX13*P(0,row) - HKX14*P(2,row) + HKX15*P(3,row) + HKX6*P(16,row) + P(19,row));
|
||||
}
|
||||
}
|
||||
|
||||
if (is_fused) {
|
||||
Kfusion(16) = HKX17*HKX24;
|
||||
Kfusion(17) = HKX20*HKX24;
|
||||
Kfusion(18) = HKX18*HKX24;
|
||||
Kfusion(19) = HKX23*HKX24;
|
||||
|
||||
for (unsigned row = 20; row <= 21; row++) {
|
||||
Kfusion(row) = HKX24*(HKX10*P(17,row) - HKX11*P(18,row) + HKX12*P(1,row) + HKX13*P(0,row) - HKX14*P(2,row) + HKX15*P(3,row) + HKX6*P(16,row) + P(19,row));
|
||||
}
|
||||
|
||||
|
||||
aid_src_mag.fusion_enabled[0] = _control_status.flags.mag_3D;
|
||||
|
||||
if (aid_src_mag.innovation_variance[0] < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_x = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magX %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
|
||||
} else {
|
||||
if (measurementUpdate(Kfusion, Hfusion, aid_src_mag.innovation[0])) {
|
||||
aid_src_mag.fused[0] = true;
|
||||
aid_src_mag.time_last_fuse[0] = _time_last_imu;
|
||||
_fault_status.flags.bad_mag_x = false;
|
||||
limitDeclination();
|
||||
} else {
|
||||
aid_src_mag.fused[0] = false;
|
||||
_fault_status.flags.bad_mag_x = true;
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
// Y
|
||||
// recalculate innovation variance because states and covariances have changed due to previous fusion
|
||||
const float HKY0 = magD*q1 + magE*q0 - magN*q3;
|
||||
const float HKY1 = magD*q0 - magE*q1 + magN*q2;
|
||||
const float HKY2 = magD*q3 + magE*q2 + magN*q1;
|
||||
const float HKY3 = magD*q2;
|
||||
const float HKY4 = magE*q3;
|
||||
const float HKY5 = magN*q0;
|
||||
const float HKY6 = q1*q2;
|
||||
const float HKY7 = q0*q3;
|
||||
const float HKY8 = ecl::powf(q0, 2) - ecl::powf(q1, 2) + ecl::powf(q2, 2) - ecl::powf(q3, 2);
|
||||
const float HKY9 = q0*q1 + q2*q3;
|
||||
const float HKY10 = 2*HKY9;
|
||||
const float HKY11 = -2*HKY6 + 2*HKY7;
|
||||
const float HKY12 = 2*HKY2;
|
||||
const float HKY13 = 2*HKY0;
|
||||
const float HKY14 = 2*HKY1;
|
||||
const float HKY15 = -2*HKY3 + 2*HKY4 + 2*HKY5;
|
||||
const float HKY16 = HKY10*P(0,18) - HKY11*P(0,16) + HKY12*P(0,2) + HKY13*P(0,0) + HKY14*P(0,1) - HKY15*P(0,3) + HKY8*P(0,17) + P(0,20);
|
||||
const float HKY17 = HKY10*P(17,18) - HKY11*P(16,17) + HKY12*P(2,17) + HKY13*P(0,17) + HKY14*P(1,17) - HKY15*P(3,17) + HKY8*P(17,17) + P(17,20);
|
||||
const float HKY18 = HKY10*P(16,18) - HKY11*P(16,16) + HKY12*P(2,16) + HKY13*P(0,16) + HKY14*P(1,16) - HKY15*P(3,16) + HKY8*P(16,17) + P(16,20);
|
||||
const float HKY19 = HKY10*P(3,18) - HKY11*P(3,16) + HKY12*P(2,3) + HKY13*P(0,3) + HKY14*P(1,3) - HKY15*P(3,3) + HKY8*P(3,17) + P(3,20);
|
||||
const float HKY20 = HKY10*P(18,18) - HKY11*P(16,18) + HKY12*P(2,18) + HKY13*P(0,18) + HKY14*P(1,18) - HKY15*P(3,18) + HKY8*P(17,18) + P(18,20);
|
||||
const float HKY21 = HKY10*P(1,18) - HKY11*P(1,16) + HKY12*P(1,2) + HKY13*P(0,1) + HKY14*P(1,1) - HKY15*P(1,3) + HKY8*P(1,17) + P(1,20);
|
||||
const float HKY22 = HKY10*P(2,18) - HKY11*P(2,16) + HKY12*P(2,2) + HKY13*P(0,2) + HKY14*P(1,2) - HKY15*P(2,3) + HKY8*P(2,17) + P(2,20);
|
||||
const float HKY23 = HKY10*P(18,20) - HKY11*P(16,20) + HKY12*P(2,20) + HKY13*P(0,20) + HKY14*P(1,20) - HKY15*P(3,20) + HKY8*P(17,20) + P(20,20);
|
||||
|
||||
aid_src_mag.innovation_variance[1] = (HKY10*HKY20 - HKY11*HKY18 + HKY12*HKY22 + HKY13*HKY16 + HKY14*HKY21 - HKY15*HKY19 + HKY17*HKY8 + HKY23 + R_MAG);
|
||||
|
||||
const float HKY24 = 1.f / aid_src_mag.innovation_variance[1];
|
||||
|
||||
// Calculate Y axis observation jacobians
|
||||
Hfusion.setZero();
|
||||
Hfusion.at<0>() = 2*HKY0;
|
||||
Hfusion.at<1>() = 2*HKY1;
|
||||
Hfusion.at<2>() = 2*HKY2;
|
||||
Hfusion.at<3>() = 2*HKY3 - 2*HKY4 - 2*HKY5;
|
||||
Hfusion.at<16>() = 2*HKY6 - 2*HKY7;
|
||||
Hfusion.at<17>() = HKY8;
|
||||
Hfusion.at<18>() = 2*HKY9;
|
||||
Hfusion.at<20>() = 1;
|
||||
|
||||
// Calculate Y axis Kalman gains
|
||||
if (update_all_states) {
|
||||
Kfusion(0) = HKY16*HKY24;
|
||||
Kfusion(1) = HKY21*HKY24;
|
||||
Kfusion(2) = HKY22*HKY24;
|
||||
Kfusion(3) = HKY19*HKY24;
|
||||
|
||||
for (unsigned row = 4; row <= 15; row++) {
|
||||
Kfusion(row) = HKY24*(HKY10*P(row,18) - HKY11*P(row,16) + HKY12*P(2,row) + HKY13*P(0,row) + HKY14*P(1,row) - HKY15*P(3,row) + HKY8*P(row,17) + P(row,20));
|
||||
}
|
||||
|
||||
for (unsigned row = 22; row <= 23; row++) {
|
||||
Kfusion(row) = HKY24*(HKY10*P(18,row) - HKY11*P(16,row) + HKY12*P(2,row) + HKY13*P(0,row) + HKY14*P(1,row) - HKY15*P(3,row) + HKY8*P(17,row) + P(20,row));
|
||||
}
|
||||
}
|
||||
|
||||
Kfusion(16) = HKY18*HKY24;
|
||||
Kfusion(17) = HKY17*HKY24;
|
||||
Kfusion(18) = HKY20*HKY24;
|
||||
Kfusion(19) = HKY24*(HKY10*P(18,19) - HKY11*P(16,19) + HKY12*P(2,19) + HKY13*P(0,19) + HKY14*P(1,19) - HKY15*P(3,19) + HKY8*P(17,19) + P(19,20));
|
||||
Kfusion(20) = HKY23*HKY24;
|
||||
Kfusion(21) = HKY24*(HKY10*P(18,21) - HKY11*P(16,21) + HKY12*P(2,21) + HKY13*P(0,21) + HKY14*P(1,21) - HKY15*P(3,21) + HKY8*P(17,21) + P(20,21));
|
||||
|
||||
// fuse y
|
||||
aid_src_mag.fusion_enabled[1] = _control_status.flags.mag_3D;
|
||||
|
||||
|
||||
if (aid_src_mag.innovation_variance[1] < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negtive which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_y = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magY %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
|
||||
} else {
|
||||
if (measurementUpdate(Kfusion, Hfusion, aid_src_mag.innovation[1])) {
|
||||
aid_src_mag.fused[1] = true;
|
||||
aid_src_mag.time_last_fuse[1] = _time_last_imu;
|
||||
_fault_status.flags.bad_mag_y = false;
|
||||
limitDeclination();
|
||||
} else {
|
||||
aid_src_mag.fused[1] = false;
|
||||
_fault_status.flags.bad_mag_y = true;
|
||||
}
|
||||
}
|
||||
|
||||
// Z
|
||||
if (!_control_status.flags.synthetic_mag_z) {
|
||||
// we do not fuse synthesized magnetomter measurements when doing 3D fusion
|
||||
|
||||
// recalculate innovation variance becasue states and covariances have changed due to previous fusion
|
||||
const float HKZ0 = magD*q0 - magE*q1 + magN*q2;
|
||||
const float HKZ1 = magN*q3;
|
||||
const float HKZ2 = magD*q1;
|
||||
const float HKZ3 = magE*q0;
|
||||
const float HKZ4 = -magD*q2 + magE*q3 + magN*q0;
|
||||
const float HKZ5 = magD*q3 + magE*q2 + magN*q1;
|
||||
const float HKZ6 = q0*q2 + q1*q3;
|
||||
const float HKZ7 = q2*q3;
|
||||
const float HKZ8 = q0*q1;
|
||||
const float HKZ9 = ecl::powf(q0, 2) - ecl::powf(q1, 2) - ecl::powf(q2, 2) + ecl::powf(q3, 2);
|
||||
const float HKZ10 = 2*HKZ6;
|
||||
const float HKZ11 = -2*HKZ7 + 2*HKZ8;
|
||||
const float HKZ12 = 2*HKZ5;
|
||||
const float HKZ13 = 2*HKZ0;
|
||||
const float HKZ14 = -2*HKZ1 + 2*HKZ2 + 2*HKZ3;
|
||||
const float HKZ15 = 2*HKZ4;
|
||||
const float HKZ16 = HKZ10*P(0,16) - HKZ11*P(0,17) + HKZ12*P(0,3) + HKZ13*P(0,0) - HKZ14*P(0,1) + HKZ15*P(0,2) + HKZ9*P(0,18) + P(0,21);
|
||||
const float HKZ17 = HKZ10*P(16,18) - HKZ11*P(17,18) + HKZ12*P(3,18) + HKZ13*P(0,18) - HKZ14*P(1,18) + HKZ15*P(2,18) + HKZ9*P(18,18) + P(18,21);
|
||||
const float HKZ18 = HKZ10*P(16,17) - HKZ11*P(17,17) + HKZ12*P(3,17) + HKZ13*P(0,17) - HKZ14*P(1,17) + HKZ15*P(2,17) + HKZ9*P(17,18) + P(17,21);
|
||||
const float HKZ19 = HKZ10*P(1,16) - HKZ11*P(1,17) + HKZ12*P(1,3) + HKZ13*P(0,1) - HKZ14*P(1,1) + HKZ15*P(1,2) + HKZ9*P(1,18) + P(1,21);
|
||||
const float HKZ20 = HKZ10*P(16,16) - HKZ11*P(16,17) + HKZ12*P(3,16) + HKZ13*P(0,16) - HKZ14*P(1,16) + HKZ15*P(2,16) + HKZ9*P(16,18) + P(16,21);
|
||||
const float HKZ21 = HKZ10*P(3,16) - HKZ11*P(3,17) + HKZ12*P(3,3) + HKZ13*P(0,3) - HKZ14*P(1,3) + HKZ15*P(2,3) + HKZ9*P(3,18) + P(3,21);
|
||||
const float HKZ22 = HKZ10*P(2,16) - HKZ11*P(2,17) + HKZ12*P(2,3) + HKZ13*P(0,2) - HKZ14*P(1,2) + HKZ15*P(2,2) + HKZ9*P(2,18) + P(2,21);
|
||||
const float HKZ23 = HKZ10*P(16,21) - HKZ11*P(17,21) + HKZ12*P(3,21) + HKZ13*P(0,21) - HKZ14*P(1,21) + HKZ15*P(2,21) + HKZ9*P(18,21) + P(21,21);
|
||||
|
||||
aid_src_mag.innovation_variance[2] = (HKZ10*HKZ20 - HKZ11*HKZ18 + HKZ12*HKZ21 + HKZ13*HKZ16 - HKZ14*HKZ19 + HKZ15*HKZ22 + HKZ17*HKZ9 + HKZ23 + R_MAG);
|
||||
|
||||
const float HKZ24 = 1.f / aid_src_mag.innovation_variance[2];
|
||||
|
||||
// calculate Z axis observation jacobians
|
||||
Hfusion.setZero();
|
||||
Hfusion.at<0>() = 2*HKZ0;
|
||||
Hfusion.at<1>() = 2*HKZ1 - 2*HKZ2 - 2*HKZ3;
|
||||
Hfusion.at<2>() = 2*HKZ4;
|
||||
Hfusion.at<3>() = 2*HKZ5;
|
||||
Hfusion.at<16>() = 2*HKZ6;
|
||||
Hfusion.at<17>() = 2*HKZ7 - 2*HKZ8;
|
||||
Hfusion.at<18>() = HKZ9;
|
||||
Hfusion.at<21>() = 1;
|
||||
|
||||
// Calculate Z axis Kalman gains
|
||||
if (update_all_states) {
|
||||
Kfusion(0) = HKZ16*HKZ24;
|
||||
Kfusion(1) = HKZ19*HKZ24;
|
||||
Kfusion(2) = HKZ22*HKZ24;
|
||||
Kfusion(3) = HKZ21*HKZ24;
|
||||
|
||||
for (unsigned row = 4; row <= 15; row++) {
|
||||
Kfusion(row) = HKZ24*(HKZ10*P(row,16) - HKZ11*P(row,17) + HKZ12*P(3,row) + HKZ13*P(0,row) - HKZ14*P(1,row) + HKZ15*P(2,row) + HKZ9*P(row,18) + P(row,21));
|
||||
}
|
||||
|
||||
for (unsigned row = 22; row <= 23; row++) {
|
||||
Kfusion(row) = HKZ24*(HKZ10*P(16,row) - HKZ11*P(17,row) + HKZ12*P(3,row) + HKZ13*P(0,row) - HKZ14*P(1,row) + HKZ15*P(2,row) + HKZ9*P(18,row) + P(21,row));
|
||||
}
|
||||
}
|
||||
|
||||
Kfusion(16) = HKZ20*HKZ24;
|
||||
Kfusion(17) = HKZ18*HKZ24;
|
||||
Kfusion(18) = HKZ17*HKZ24;
|
||||
|
||||
for (unsigned row = 19; row <= 20; row++) {
|
||||
Kfusion(row) = HKZ24*(HKZ10*P(16,row) - HKZ11*P(17,row) + HKZ12*P(3,row) + HKZ13*P(0,row) - HKZ14*P(1,row) + HKZ15*P(2,row) + HKZ9*P(18,row) + P(row,21));
|
||||
}
|
||||
|
||||
Kfusion(21) = HKZ23*HKZ24;
|
||||
|
||||
if (aid_src_mag.innovation_variance[2] < R_MAG) {
|
||||
// the innovation variance contribution from the state covariances is negative which means the covariance matrix is badly conditioned
|
||||
_fault_status.flags.bad_mag_z = true;
|
||||
|
||||
// we need to re-initialise covariances and abort this fusion step
|
||||
resetMagRelatedCovariances();
|
||||
ECL_ERR("magZ %s", numerical_error_covariance_reset_string);
|
||||
return;
|
||||
|
||||
} else {
|
||||
// fuse z
|
||||
aid_src_mag.fusion_enabled[2] = _control_status.flags.mag_3D;
|
||||
|
||||
if (measurementUpdate(Kfusion, Hfusion, aid_src_mag.innovation[2])) {
|
||||
aid_src_mag.fused[2] = true;
|
||||
aid_src_mag.time_last_fuse[2] = _time_last_imu;
|
||||
_fault_status.flags.bad_mag_z = false;
|
||||
limitDeclination();
|
||||
} else {
|
||||
aid_src_mag.fused[2] = false;
|
||||
_fault_status.flags.bad_mag_z = true;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -651,7 +690,7 @@ bool Ekf::updateQuaternion(const float innovation, const float variance, const f
|
||||
_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();
|
||||
memset(_aid_src_mag.test_ratio, 0, sizeof(_aid_src_mag.test_ratio)); // TODO
|
||||
|
||||
// set the magnetometer unhealthy if the test fails
|
||||
if (_yaw_test_ratio > 1.0f) {
|
||||
|
||||
@@ -102,7 +102,7 @@ bool Ekf::fuseVerticalVelocity(const Vector3f &innov, const float innov_gate, co
|
||||
}
|
||||
|
||||
bool Ekf::fuseHorizontalPosition(const Vector3f &innov, const float innov_gate, const Vector3f &obs_var,
|
||||
Vector3f &innov_var, Vector2f &test_ratio, bool inhibit_gate)
|
||||
Vector3f &innov_var, Vector2f &test_ratio)
|
||||
{
|
||||
|
||||
innov_var(0) = P(7, 7) + obs_var(0);
|
||||
@@ -112,12 +112,7 @@ bool Ekf::fuseHorizontalPosition(const Vector3f &innov, const float innov_gate,
|
||||
|
||||
const bool innov_check_pass = test_ratio(0) <= 1.0f;
|
||||
|
||||
if (innov_check_pass || inhibit_gate) {
|
||||
if (inhibit_gate && test_ratio(0) > sq(100.0f / innov_gate)) {
|
||||
// always protect against extreme values that could result in a NaN
|
||||
return false;
|
||||
}
|
||||
|
||||
if (innov_check_pass) {
|
||||
_innov_check_fail_status.flags.reject_hor_pos = false;
|
||||
|
||||
bool fuse_x = fuseVelPosHeight(innov(0), innov_var(0), 3);
|
||||
|
||||
@@ -614,6 +614,8 @@ void EKF2::Run()
|
||||
UpdateMagCalibration(now);
|
||||
PublishSensorBias(now);
|
||||
|
||||
PublishAidSourceStatus(now);
|
||||
|
||||
} else {
|
||||
// ekf no update
|
||||
perf_set_elapsed(_ecl_ekf_update_perf, hrt_elapsed_time(&ekf_update_start));
|
||||
@@ -632,6 +634,29 @@ void EKF2::Run()
|
||||
ScheduleDelayed(100_ms);
|
||||
}
|
||||
|
||||
void EKF2::PublishAidSourceStatus(const hrt_abstime ×tamp)
|
||||
{
|
||||
// baro height
|
||||
PublishAidSourceStatus(_ekf.aid_src_baro_hgt(), _status_baro_hgt_pub_last, _estimator_aid_src_baro_hgt_pub);
|
||||
|
||||
// RNG height
|
||||
PublishAidSourceStatus(_ekf.aid_src_rng_hgt(), _status_rng_hgt_pub_last, _estimator_aid_src_rng_hgt_pub);
|
||||
|
||||
// fake position
|
||||
PublishAidSourceStatus(_ekf.aid_src_fake_pos(), _status_fake_pos_pub_last, _estimator_aid_src_fake_pos_pub);
|
||||
|
||||
// mag heading
|
||||
PublishAidSourceStatus(_ekf.aid_src_mag_heading(), _status_mag_heading_pub_last, _estimator_aid_src_mag_heading_pub);
|
||||
|
||||
// mag
|
||||
PublishAidSourceStatus(_ekf.aid_src_mag(), _status_mag_pub_last, _estimator_aid_src_mag_pub);
|
||||
|
||||
// GNSS velocity & position
|
||||
PublishAidSourceStatus(_ekf.aid_src_gnss_vel(), _status_gnss_vel_pub_last, _estimator_aid_src_gnss_vel_pub);
|
||||
PublishAidSourceStatus(_ekf.aid_src_gnss_pos(), _status_gnss_pos_pub_last, _estimator_aid_src_gnss_pos_pub);
|
||||
|
||||
}
|
||||
|
||||
void EKF2::PublishAttitude(const hrt_abstime ×tamp)
|
||||
{
|
||||
if (_ekf.attitude_valid()) {
|
||||
@@ -713,6 +738,10 @@ 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.reset_hgt_to_baro = _ekf.information_event_flags().reset_hgt_to_baro;
|
||||
event_flags.reset_hgt_to_gps = _ekf.information_event_flags().reset_hgt_to_gps;
|
||||
event_flags.reset_hgt_to_rng = _ekf.information_event_flags().reset_hgt_to_rng;
|
||||
event_flags.reset_hgt_to_ev = _ekf.information_event_flags().reset_hgt_to_ev;
|
||||
|
||||
event_flags.warning_event_changes = _filter_warning_event_changes;
|
||||
event_flags.gps_quality_poor = _ekf.warning_event_flags().gps_quality_poor;
|
||||
@@ -1332,9 +1361,6 @@ void EKF2::PublishStatusFlags(const hrt_abstime ×tamp)
|
||||
status_flags.reject_ver_vel = _ekf.innov_check_fail_status_flags().reject_ver_vel;
|
||||
status_flags.reject_hor_pos = _ekf.innov_check_fail_status_flags().reject_hor_pos;
|
||||
status_flags.reject_ver_pos = _ekf.innov_check_fail_status_flags().reject_ver_pos;
|
||||
status_flags.reject_mag_x = _ekf.innov_check_fail_status_flags().reject_mag_x;
|
||||
status_flags.reject_mag_y = _ekf.innov_check_fail_status_flags().reject_mag_y;
|
||||
status_flags.reject_mag_z = _ekf.innov_check_fail_status_flags().reject_mag_z;
|
||||
status_flags.reject_yaw = _ekf.innov_check_fail_status_flags().reject_yaw;
|
||||
status_flags.reject_airspeed = _ekf.innov_check_fail_status_flags().reject_airspeed;
|
||||
status_flags.reject_sideslip = _ekf.innov_check_fail_status_flags().reject_sideslip;
|
||||
|
||||
@@ -135,6 +135,7 @@ private:
|
||||
|
||||
void Run() override;
|
||||
|
||||
void PublishAidSourceStatus(const hrt_abstime ×tamp);
|
||||
void PublishAttitude(const hrt_abstime ×tamp);
|
||||
void PublishBaroBias(const hrt_abstime ×tamp);
|
||||
void PublishEventFlags(const hrt_abstime ×tamp);
|
||||
@@ -167,6 +168,21 @@ private:
|
||||
void UpdateGyroCalibration(const hrt_abstime ×tamp);
|
||||
void UpdateMagCalibration(const hrt_abstime ×tamp);
|
||||
|
||||
// publish helper for estimator_aid_source topics
|
||||
template <typename T>
|
||||
void PublishAidSourceStatus(const T &status, hrt_abstime &status_publish_last, uORB::PublicationMulti<T> &pub)
|
||||
{
|
||||
if (status.timestamp_sample > status_publish_last) {
|
||||
// publish if updated
|
||||
T status_out{status};
|
||||
status_out.estimator_instance = _instance;
|
||||
status_out.timestamp = hrt_absolute_time();
|
||||
pub.publish(status_out);
|
||||
|
||||
// record timestamp sample
|
||||
status_publish_last = status.timestamp_sample;
|
||||
}
|
||||
}
|
||||
|
||||
/*
|
||||
* Calculate filtered WGS84 height from estimated AMSL height
|
||||
@@ -239,6 +255,17 @@ private:
|
||||
hrt_abstime _last_sensor_bias_published{0};
|
||||
hrt_abstime _last_gps_status_published{0};
|
||||
|
||||
hrt_abstime _status_baro_hgt_pub_last{0};
|
||||
hrt_abstime _status_rng_hgt_pub_last{0};
|
||||
|
||||
hrt_abstime _status_fake_pos_pub_last{0};
|
||||
|
||||
hrt_abstime _status_mag_heading_pub_last{0};
|
||||
hrt_abstime _status_mag_pub_last{0};
|
||||
|
||||
hrt_abstime _status_gnss_vel_pub_last{0};
|
||||
hrt_abstime _status_gnss_pos_pub_last{0};
|
||||
|
||||
float _last_baro_bias_published{};
|
||||
|
||||
float _airspeed_scale_factor{1.0f}; ///< scale factor correction applied to airspeed measurements
|
||||
@@ -298,6 +325,17 @@ private:
|
||||
uORB::PublicationMulti<vehicle_odometry_s> _estimator_visual_odometry_aligned_pub{ORB_ID(estimator_visual_odometry_aligned)};
|
||||
uORB::PublicationMulti<yaw_estimator_status_s> _yaw_est_pub{ORB_ID(yaw_estimator_status)};
|
||||
|
||||
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_baro_hgt_pub{ORB_ID(estimator_aid_src_baro_hgt)};
|
||||
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_rng_hgt_pub{ORB_ID(estimator_aid_src_rng_hgt)};
|
||||
|
||||
uORB::PublicationMulti<estimator_aid_source_2d_s> _estimator_aid_src_fake_pos_pub{ORB_ID(estimator_aid_src_fake_pos)};
|
||||
|
||||
uORB::PublicationMulti<estimator_aid_source_1d_s> _estimator_aid_src_mag_heading_pub{ORB_ID(estimator_aid_src_mag_heading)};
|
||||
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_mag_pub{ORB_ID(estimator_aid_src_mag)};
|
||||
|
||||
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_gnss_vel_pub{ORB_ID(estimator_aid_src_gnss_vel)};
|
||||
uORB::PublicationMulti<estimator_aid_source_3d_s> _estimator_aid_src_gnss_pos_pub{ORB_ID(estimator_aid_src_gnss_pos)};
|
||||
|
||||
// publications with topic dependent on multi-mode
|
||||
uORB::PublicationMulti<vehicle_attitude_s> _attitude_pub;
|
||||
uORB::PublicationMulti<vehicle_local_position_s> _local_position_pub;
|
||||
|
||||
@@ -58,26 +58,26 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
|
||||
5590000,1,-0.00972,-0.0111,-0.0168,0.00519,-0.00237,-0.76,0.00341,-0.00148,-2.08,-1.62e-05,-5.6e-05,2.63e-07,1.05e-06,3.08e-07,1.7e-08,0.192,0.00189,0.404,0,0,0,0,0,3.38e-07,0.000841,0.000842,0.000442,0.41,0.41,1.62,0.188,0.188,20.4,3.52e-08,3.52e-08,1.7e-08,3.88e-06,3.88e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
5690000,1,-0.00961,-0.011,-0.0167,0.00334,-0.000356,-0.775,0.00226,-0.000943,-2.16,-1.63e-05,-5.64e-05,2.66e-07,6.66e-07,4.59e-07,3.27e-08,0.192,0.00189,0.404,0,0,0,0,0,2.96e-07,0.000694,0.000694,0.000434,0.317,0.317,1.66,0.138,0.138,21.5,2.83e-08,2.83e-08,1.62e-08,3.88e-06,3.88e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
5790000,1,-0.00954,-0.011,-0.0167,0.00364,0.00106,0,0.00258,-0.00091,-365,-1.63e-05,-5.64e-05,2.66e-07,6.66e-07,4.59e-07,3.27e-08,0.192,0.00189,0.404,0,0,0,0,0,3.02e-07,0.000735,0.000735,0.000427,0.371,0.371,10,0.178,0.178,4,2.83e-08,2.83e-08,1.53e-08,3.88e-06,3.88e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
5890000,1,-0.00949,-0.011,-0.0167,0.00314,0.0023,0.00414,0.00175,-0.000382,-365,-1.64e-05,-5.67e-05,2.68e-07,3.88e-07,5.42e-07,8.17e-09,0.192,0.00189,0.404,0,0,0,0,0,2.7e-07,0.000609,0.000609,0.00042,0.288,0.288,9.76,0.131,0.131,0.471,2.27e-08,2.27e-08,1.46e-08,3.87e-06,3.87e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
5890000,1,-0.00949,-0.011,-0.0167,0.00314,0.0023,0.00413,0.00175,-0.000382,-365,-1.64e-05,-5.67e-05,2.68e-07,3.88e-07,5.42e-07,8.19e-09,0.192,0.00189,0.404,0,0,0,0,0,2.7e-07,0.000609,0.000609,0.00042,0.288,0.288,9.76,0.131,0.131,0.471,2.27e-08,2.27e-08,1.46e-08,3.87e-06,3.87e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
5990000,1,-0.00946,-0.011,-0.0167,0.0034,0.00409,0.0213,0.00206,-1.87e-05,-365,-1.64e-05,-5.67e-05,2.68e-07,3.86e-07,5.45e-07,-1.1e-07,0.192,0.00189,0.404,0,0,0,0,0,2.75e-07,0.000643,0.000643,0.000413,0.335,0.335,8.56,0.168,0.168,0.323,2.27e-08,2.27e-08,1.39e-08,3.87e-06,3.87e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
6090000,1,-0.00942,-0.011,-0.0167,0.00324,0.0055,-0.00339,0.00146,0.00043,-365,-1.64e-05,-5.7e-05,2.67e-07,1.79e-07,5.24e-07,-2.28e-08,0.192,0.00189,0.404,0,0,0,0,0,2.47e-07,0.000536,0.000537,0.000407,0.261,0.261,6.77,0.125,0.125,0.331,1.83e-08,1.83e-08,1.32e-08,3.87e-06,3.87e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
6190000,1,-0.00943,-0.0109,-0.0168,0.00331,0.00755,0.00222,0.0018,0.0011,-365,-1.64e-05,-5.7e-05,2.67e-07,1.73e-07,5.29e-07,-2.76e-07,0.192,0.00189,0.404,0,0,0,0,0,2.52e-07,0.000565,0.000565,0.0004,0.303,0.303,4.66,0.159,0.159,0.319,1.83e-08,1.83e-08,1.26e-08,3.87e-06,3.87e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
6290000,1,-0.00945,-0.0109,-0.0168,0.00352,0.00715,-0.0059,0.00135,0.00124,-365,-1.63e-05,-5.71e-05,2.63e-07,-1.78e-10,3.98e-07,-3.37e-07,0.192,0.00189,0.404,0,0,0,0,0,2.3e-07,0.000475,0.000475,0.000394,0.237,0.237,3.09,0.119,0.119,0.295,1.48e-08,1.48e-08,1.2e-08,3.87e-06,3.87e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
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@@ -96,296 +96,296 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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18890000,0.706,8.79e-05,-0.0123,0.708,0.0123,0.000805,0.00204,0.00474,-0.00072,-365,-1.37e-05,-6.05e-05,5.67e-06,-2.86e-05,6.54e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000138,0.000119,0.000119,0.000132,0.0326,0.0326,0.0128,0.0503,0.0503,0.0446,4.36e-10,4.36e-10,7.48e-10,3.12e-06,3.12e-06,6.85e-08,0,0,0,0,0,0,0,0
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18990000,0.707,7.36e-05,-0.0123,0.708,0.0136,0.00169,0.000837,0.00612,-0.000603,-365,-1.37e-05,-6.05e-05,5.82e-06,-2.87e-05,6.45e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000137,0.000116,0.000116,0.000132,0.0288,0.0288,0.0123,0.0444,0.0444,0.0438,3.96e-10,3.97e-10,7.31e-10,3.11e-06,3.11e-06,6.54e-08,0,0,0,0,0,0,0,0
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19090000,0.707,5.84e-05,-0.0122,0.708,0.0142,0.0023,0.00391,0.0075,-0.000376,-365,-1.37e-05,-6.05e-05,5.79e-06,-2.87e-05,6.45e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000137,0.000117,0.000117,0.000131,0.0317,0.0317,0.0123,0.0501,0.0501,0.0442,3.96e-10,3.97e-10,7.17e-10,3.11e-06,3.11e-06,6.37e-08,0,0,0,0,0,0,0,0
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19190000,0.707,5.97e-05,-0.0121,0.708,0.0142,0.00228,0.00399,0.00837,-0.000352,-365,-1.37e-05,-6.05e-05,5.94e-06,-2.9e-05,6.42e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000137,0.000113,0.000113,0.000131,0.0281,0.0281,0.0119,0.0442,0.0442,0.0435,3.61e-10,3.61e-10,7.01e-10,3.1e-06,3.1e-06,6.09e-08,0,0,0,0,0,0,0,0
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19290000,0.707,8.28e-05,-0.0121,0.708,0.0146,0.00154,0.00673,0.00977,-0.000143,-365,-1.37e-05,-6.05e-05,5.73e-06,-2.9e-05,6.42e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000136,0.000115,0.000115,0.000131,0.0309,0.0309,0.0117,0.0499,0.0499,0.0433,3.61e-10,3.61e-10,6.85e-10,3.1e-06,3.1e-06,5.91e-08,0,0,0,0,0,0,0,0
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19390000,0.707,9.15e-05,-0.012,0.708,0.0121,0.000595,0.0106,0.00783,-0.000181,-365,-1.39e-05,-6.06e-05,5.88e-06,-2.92e-05,6.71e-05,-0.00131,0.209,0.00206,0.432,0,0,0,0,0,0.000136,0.000111,0.000111,0.000131,0.0275,0.0275,0.0115,0.0441,0.0441,0.0431,3.29e-10,3.29e-10,6.72e-10,3.09e-06,3.09e-06,5.69e-08,0,0,0,0,0,0,0,0
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19490000,0.707,0.000115,-0.012,0.707,0.0112,-0.000105,0.00696,0.00898,-0.00016,-365,-1.39e-05,-6.06e-05,6.18e-06,-2.92e-05,6.71e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000136,0.000112,0.000112,0.00013,0.0301,0.0301,0.0113,0.0498,0.0498,0.043,3.29e-10,3.29e-10,6.57e-10,3.09e-06,3.09e-06,5.53e-08,0,0,0,0,0,0,0,0
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19590000,0.707,0.000161,-0.0119,0.707,0.00927,-0.00115,0.00631,0.00725,-0.000203,-365,-1.4e-05,-6.06e-05,6.55e-06,-2.92e-05,6.95e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000135,0.000109,0.000109,0.00013,0.0268,0.0268,0.011,0.044,0.044,0.0423,3e-10,3e-10,6.43e-10,3.08e-06,3.08e-06,5.31e-08,0,0,0,0,0,0,0,0
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19690000,0.707,0.000161,-0.012,0.707,0.00962,-0.00333,0.00785,0.0082,-0.000432,-365,-1.4e-05,-6.06e-05,6.32e-06,-2.92e-05,6.95e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000135,0.00011,0.00011,0.00013,0.0294,0.0294,0.0109,0.0495,0.0495,0.0422,3e-10,3e-10,6.29e-10,3.08e-06,3.08e-06,5.16e-08,0,0,0,0,0,0,0,0
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19790000,0.707,0.000225,-0.0119,0.707,0.00733,-0.00418,0.00835,0.00664,-0.000349,-365,-1.41e-05,-6.05e-05,6.33e-06,-2.87e-05,7.14e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000135,0.000108,0.000107,0.000129,0.0261,0.0261,0.0106,0.0438,0.0438,0.042,2.74e-10,2.74e-10,6.17e-10,3.07e-06,3.07e-06,5e-08,0,0,0,0,0,0,0,0
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19890000,0.707,0.000173,-0.0119,0.707,0.00608,-0.00445,0.00953,0.00731,-0.000795,-365,-1.41e-05,-6.05e-05,6.75e-06,-2.87e-05,7.14e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000135,0.000108,0.000108,0.000129,0.0286,0.0286,0.0105,0.0493,0.0493,0.0419,2.74e-10,2.74e-10,6.04e-10,3.07e-06,3.07e-06,5e-08,0,0,0,0,0,0,0,0
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19990000,0.707,0.000156,-0.0119,0.707,0.00366,-0.00516,0.0123,0.00595,-0.000669,-365,-1.42e-05,-6.05e-05,7.3e-06,-2.81e-05,7.27e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000134,0.000106,0.000106,0.000129,0.0255,0.0255,0.0102,0.0437,0.0437,0.0412,2.51e-10,2.51e-10,5.91e-10,3.07e-06,3.07e-06,5e-08,0,0,0,0,0,0,0,0
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20090000,0.707,0.00015,-0.0119,0.707,0.00342,-0.0071,0.0126,0.00631,-0.00127,-365,-1.42e-05,-6.05e-05,7.76e-06,-2.81e-05,7.27e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000134,0.000107,0.000107,0.000129,0.0279,0.0279,0.0102,0.0491,0.0491,0.0415,2.51e-10,2.51e-10,5.8e-10,3.07e-06,3.07e-06,5e-08,0,0,0,0,0,0,0,0
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20190000,0.707,0.000251,-0.0118,0.707,0.00112,-0.0078,0.0149,0.00405,-0.001,-365,-1.43e-05,-6.05e-05,7.96e-06,-2.7e-05,7.48e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000134,0.000104,0.000104,0.000128,0.0248,0.0248,0.00991,0.0435,0.0435,0.0409,2.3e-10,2.31e-10,5.68e-10,3.06e-06,3.06e-06,5e-08,0,0,0,0,0,0,0,0
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20290000,0.707,0.000211,-0.0118,0.707,-3e-05,-0.00937,0.0129,0.0041,-0.00185,-365,-1.43e-05,-6.05e-05,8.08e-06,-2.71e-05,7.48e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000133,0.000105,0.000105,0.000128,0.0271,0.0271,0.00982,0.0489,0.0489,0.0408,2.31e-10,2.31e-10,5.56e-10,3.06e-06,3.06e-06,5e-08,0,0,0,0,0,0,0,0
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20390000,0.707,0.000227,-0.0119,0.707,-0.00245,-0.00996,0.015,0.00225,-0.00146,-365,-1.44e-05,-6.04e-05,8.06e-06,-2.57e-05,7.62e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000133,0.000103,0.000103,0.000128,0.0242,0.0242,0.00963,0.0434,0.0434,0.0406,2.12e-10,2.12e-10,5.46e-10,3.06e-06,3.06e-06,5e-08,0,0,0,0,0,0,0,0
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20490000,0.707,0.000283,-0.0119,0.707,-0.00293,-0.0107,0.0148,0.00197,-0.00249,-365,-1.44e-05,-6.04e-05,7.87e-06,-2.57e-05,7.63e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000133,0.000104,0.000103,0.000128,0.0264,0.0264,0.00955,0.0487,0.0487,0.0405,2.12e-10,2.12e-10,5.35e-10,3.06e-06,3.06e-06,5e-08,0,0,0,0,0,0,0,0
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19190000,0.707,5.9e-05,-0.0121,0.708,0.0143,0.00228,0.00399,0.00838,-0.000362,-365,-1.37e-05,-6.05e-05,5.94e-06,-2.9e-05,6.41e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000137,0.000114,0.000114,0.000131,0.0283,0.0283,0.0119,0.0446,0.0446,0.0435,3.62e-10,3.62e-10,7.01e-10,3.1e-06,3.1e-06,6.09e-08,0,0,0,0,0,0,0,0
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19290000,0.707,8.2e-05,-0.0121,0.708,0.0146,0.00154,0.00673,0.00979,-0.000153,-365,-1.37e-05,-6.05e-05,5.73e-06,-2.9e-05,6.41e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000136,0.000115,0.000115,0.000131,0.0311,0.0311,0.0117,0.0504,0.0504,0.0433,3.62e-10,3.62e-10,6.85e-10,3.1e-06,3.1e-06,5.91e-08,0,0,0,0,0,0,0,0
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19390000,0.707,9.08e-05,-0.012,0.708,0.0122,0.000596,0.0106,0.00784,-0.000191,-365,-1.39e-05,-6.06e-05,5.88e-06,-2.92e-05,6.7e-05,-0.00131,0.209,0.00206,0.432,0,0,0,0,0,0.000136,0.000111,0.000111,0.000131,0.0276,0.0276,0.0115,0.0445,0.0445,0.0431,3.3e-10,3.3e-10,6.72e-10,3.09e-06,3.09e-06,5.69e-08,0,0,0,0,0,0,0,0
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19490000,0.707,0.000114,-0.012,0.707,0.0112,-0.000104,0.00696,0.00899,-0.00017,-365,-1.39e-05,-6.06e-05,6.17e-06,-2.92e-05,6.7e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000136,0.000113,0.000112,0.00013,0.0303,0.0303,0.0113,0.0502,0.0502,0.043,3.3e-10,3.3e-10,6.57e-10,3.09e-06,3.09e-06,5.53e-08,0,0,0,0,0,0,0,0
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19590000,0.707,0.00016,-0.0119,0.707,0.00929,-0.00115,0.00631,0.00726,-0.000211,-365,-1.4e-05,-6.06e-05,6.55e-06,-2.92e-05,6.94e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000135,0.00011,0.000109,0.00013,0.0269,0.0269,0.011,0.0444,0.0444,0.0423,3.01e-10,3.01e-10,6.43e-10,3.08e-06,3.08e-06,5.31e-08,0,0,0,0,0,0,0,0
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19790000,0.707,0.000225,-0.0119,0.707,0.00735,-0.00418,0.00835,0.00665,-0.000354,-365,-1.41e-05,-6.05e-05,6.33e-06,-2.87e-05,7.14e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000135,0.000108,0.000108,0.000129,0.0263,0.0263,0.0106,0.0442,0.0442,0.042,2.75e-10,2.75e-10,6.17e-10,3.07e-06,3.08e-06,5e-08,0,0,0,0,0,0,0,0
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19990000,0.707,0.000155,-0.0119,0.707,0.00368,-0.00516,0.0123,0.00596,-0.000671,-365,-1.42e-05,-6.05e-05,7.3e-06,-2.81e-05,7.26e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000134,0.000106,0.000106,0.000129,0.0256,0.0256,0.0102,0.0441,0.0441,0.0412,2.52e-10,2.52e-10,5.91e-10,3.07e-06,3.07e-06,5e-08,0,0,0,0,0,0,0,0
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20090000,0.707,0.00015,-0.0119,0.707,0.00344,-0.0071,0.0126,0.00632,-0.00127,-365,-1.42e-05,-6.05e-05,7.76e-06,-2.81e-05,7.26e-05,-0.0013,0.209,0.00206,0.432,0,0,0,0,0,0.000134,0.000107,0.000107,0.000129,0.028,0.028,0.0102,0.0495,0.0495,0.0415,2.52e-10,2.52e-10,5.8e-10,3.07e-06,3.07e-06,5e-08,0,0,0,0,0,0,0,0
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@@ -2,9 +2,9 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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@@ -60,7 +60,7 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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@@ -74,7 +74,7 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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@@ -94,9 +94,9 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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@@ -105,247 +105,247 @@ Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7
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||||
34290000,0.983,-0.00641,-0.0117,0.185,-0.0117,-0.0186,-0.117,0.0698,-0.0141,-0.597,-1.41e-05,-5.63e-05,1.41e-06,-5.71e-05,-0.000116,-0.00107,0.204,0.00201,0.435,0,0,0,0,0,1.64e-06,3.74e-05,3.74e-05,4.34e-05,0.0554,0.0554,0.00583,0.0504,0.0504,0.0326,2.6e-11,2.6e-11,8.81e-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,-0.0126,-0.00919,-0.112,0.0715,-0.00943,-0.606,-1.41e-05,-5.63e-05,1.4e-06,-7.25e-05,-0.000129,-0.00107,0.204,0.00201,0.435,0,0,0,0,0,1.63e-06,3.39e-05,3.39e-05,4.34e-05,0.0478,0.0478,0.00585,0.0444,0.0444,0.0325,2.6e-11,2.6e-11,8.74e-11,2.36e-06,2.35e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34490000,0.983,-0.00639,-0.0116,0.185,-0.0153,-0.00816,-0.112,0.0702,-0.0103,-0.617,-1.41e-05,-5.63e-05,1.43e-06,-7.25e-05,-0.000129,-0.00107,0.204,0.00201,0.435,0,0,0,0,0,1.63e-06,3.4e-05,3.4e-05,4.32e-05,0.0541,0.0541,0.00591,0.0514,0.0514,0.0324,2.61e-11,2.61e-11,8.67e-11,2.36e-06,2.35e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34590000,0.983,-0.00634,-0.0115,0.185,-0.0115,-0.00451,0.682,0.0722,-0.0082,-0.595,-1.41e-05,-5.63e-05,1.4e-06,-8.54e-05,-0.00013,-0.00107,0.204,0.00201,0.435,0,0,0,0,0,1.62e-06,3.15e-05,3.15e-05,4.3e-05,0.0445,0.0445,0.00592,0.0451,0.0451,0.0321,2.62e-11,2.62e-11,8.59e-11,2.25e-06,2.25e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34690000,0.983,-0.00633,-0.0112,0.185,-0.0115,-0.0029,1.67,0.071,-0.00857,-0.477,-1.41e-05,-5.63e-05,1.38e-06,-8.54e-05,-0.00013,-0.00107,0.204,0.00201,0.435,0,0,0,0,0,1.62e-06,3.16e-05,3.16e-05,4.3e-05,0.048,0.048,0.00602,0.0518,0.0518,0.0322,2.63e-11,2.63e-11,8.53e-11,2.25e-06,2.25e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34790000,0.983,-0.00631,-0.011,0.185,-0.0108,0.00113,2.64,0.0721,-0.00635,-0.299,-1.41e-05,-5.63e-05,1.36e-06,-7.1e-05,-0.000146,-0.00104,0.204,0.00201,0.435,0,0,0,0,0,1.61e-06,3.02e-05,3.02e-05,4.28e-05,0.0404,0.0404,0.00604,0.0454,0.0454,0.0319,2.63e-11,2.63e-11,8.45e-11,2.13e-06,2.12e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
34890000,0.983,-0.00629,-0.0107,0.185,-0.0112,0.00303,3.63,0.071,-0.006,-0.00811,-1.41e-05,-5.63e-05,1.34e-06,-6.73e-05,-0.000148,-0.00104,0.204,0.00201,0.435,0,0,0,0,0,1.6e-06,3.02e-05,3.02e-05,4.27e-05,0.0441,0.0441,0.00614,0.0519,0.0519,0.0318,2.64e-11,2.64e-11,8.38e-11,2.13e-06,2.12e-06,5e-08,0,0,0,0,0,0,0,0
|
||||
|
||||
|
@@ -157,7 +157,7 @@ TEST_F(EkfFusionLogicTest, rejectGpsSignalJump)
|
||||
EXPECT_TRUE(matrix::isEqual(accel_bias_new, accel_bias_old, 0.01f));
|
||||
|
||||
// BUT THEN: GPS fusion should reset after a while
|
||||
// (it takes some time beacuse vel fusion is still good)
|
||||
// (it takes some time because vel fusion is still good)
|
||||
_sensor_simulator.runSeconds(14);
|
||||
pos_new = _ekf->getPosition();
|
||||
vel_new = _ekf->getVelocity();
|
||||
|
||||
Reference in New Issue
Block a user