ekf2: refactor output predictor to class

- refactor all EKF backend output predictor pieces into new OutputPredictor class
 - output states are now calculated immediately with new high rate IMU rather than after EKF update
 - IMU delayed sample is passed as around as control data to avoid storing an extra copy and make the requirement clear
This commit is contained in:
Daniel Agar
2023-01-18 10:59:34 -05:00
committed by GitHub
parent c054ca20cc
commit 95300d5637
39 changed files with 855 additions and 618 deletions
+15 -15
View File
@@ -38,7 +38,7 @@
#include "ekf.h"
void Ekf::controlOpticalFlowFusion()
void Ekf::controlOpticalFlowFusion(const imuSample &imu_delayed)
{
// Check if on ground motion is un-suitable for use of optical flow
if (!_control_status.flags.in_air) {
@@ -49,15 +49,15 @@ void Ekf::controlOpticalFlowFusion()
}
// Accumulate autopilot gyro data across the same time interval as the flow sensor
const Vector3f delta_angle(_imu_sample_delayed.delta_ang - (getGyroBias() * _imu_sample_delayed.delta_ang_dt));
const Vector3f delta_angle(imu_delayed.delta_ang - (getGyroBias() * imu_delayed.delta_ang_dt));
if (_delta_time_of < 0.1f) {
_imu_del_ang_of += delta_angle;
_delta_time_of += _imu_sample_delayed.delta_ang_dt;
_delta_time_of += imu_delayed.delta_ang_dt;
} else {
// reset the accumulators if the time interval is too large
_imu_del_ang_of = delta_angle;
_delta_time_of = _imu_sample_delayed.delta_ang_dt;
_delta_time_of = imu_delayed.delta_ang_dt;
}
if (_flow_data_ready) {
@@ -71,10 +71,10 @@ void Ekf::controlOpticalFlowFusion()
if (!is_delta_time_good && (_flow_sample_delayed.dt > FLT_EPSILON)) {
if (fabsf(_imu_sample_delayed.delta_ang_dt - _flow_sample_delayed.dt) < 0.1f) {
if (fabsf(imu_delayed.delta_ang_dt - _flow_sample_delayed.dt) < 0.1f) {
// reset accumulators to current IMU
_imu_del_ang_of = delta_angle;
_delta_time_of = _imu_sample_delayed.delta_ang_dt;
_delta_time_of = imu_delayed.delta_ang_dt;
is_delta_time_good = true;
}
@@ -82,7 +82,7 @@ void Ekf::controlOpticalFlowFusion()
if (is_quality_good && !is_delta_time_good) {
ECL_DEBUG("Optical flow: bad delta time: OF dt %.6f s (min: %.3f, max: %.3f), IMU dt %.6f s",
(double)_flow_sample_delayed.dt, (double)delta_time_min, (double)delta_time_max,
(double)_imu_sample_delayed.delta_ang_dt);
(double)imu_delayed.delta_ang_dt);
}
}
@@ -140,8 +140,8 @@ void Ekf::controlOpticalFlowFusion()
// inhibit use of optical flow if motion is unsuitable and we are not reliant on it for flight navigation
const bool preflight_motion_not_ok = !_control_status.flags.in_air
&& ((_imu_sample_delayed.time_us > (_time_good_motion_us + (uint64_t)1E5))
|| (_imu_sample_delayed.time_us < (_time_bad_motion_us + (uint64_t)5E6)));
&& ((_time_delayed_us > (_time_good_motion_us + (uint64_t)1E5))
|| (_time_delayed_us < (_time_bad_motion_us + (uint64_t)5E6)));
const bool flight_condition_not_ok = _control_status.flags.in_air && !isTerrainEstimateValid();
const bool inhibit_flow_use = ((preflight_motion_not_ok || flight_condition_not_ok) && !is_flow_required)
@@ -184,7 +184,7 @@ void Ekf::controlOpticalFlowFusion()
}
}
_aid_src_optical_flow.time_last_fuse = _imu_sample_delayed.time_us;
_aid_src_optical_flow.time_last_fuse = _time_delayed_us;
_control_status.flags.opt_flow = true;
return;
@@ -192,7 +192,7 @@ void Ekf::controlOpticalFlowFusion()
if (_control_status.flags.opt_flow) {
// Wait until the midpoint of the flow sample has fallen behind the fusion time horizon
if (_imu_sample_delayed.time_us > (_flow_sample_delayed.time_us - uint32_t(1e6f * _flow_sample_delayed.dt) / 2)) {
if (_time_delayed_us > (_flow_sample_delayed.time_us - uint32_t(1e6f * _flow_sample_delayed.dt) / 2)) {
// Fuse optical flow LOS rate observations into the main filter only if height above ground has been updated recently
// but use a relaxed time criteria to enable it to coast through bad range finder data
if (isRecent(_time_last_hagl_fuse, (uint64_t)10e6)) {
@@ -216,7 +216,7 @@ void Ekf::controlOpticalFlowFusion()
_information_events.flags.reset_pos_to_last_known = true;
resetHorizontalPositionTo(_last_known_pos.xy(), 0.f);
_aid_src_optical_flow.time_last_fuse = _imu_sample_delayed.time_us;
_aid_src_optical_flow.time_last_fuse = _time_delayed_us;
}
}
@@ -237,15 +237,15 @@ void Ekf::updateOnGroundMotionForOpticalFlowChecks()
|| (_R_to_earth(2, 2) < cosf(math::radians(30.0f)))); // tilted excessively
if (motion_is_excessive) {
_time_bad_motion_us = _imu_sample_delayed.time_us;
_time_bad_motion_us = _time_delayed_us;
} else {
_time_good_motion_us = _imu_sample_delayed.time_us;
_time_good_motion_us = _time_delayed_us;
}
}
void Ekf::resetOnGroundMotionForOpticalFlowChecks()
{
_time_bad_motion_us = 0;
_time_good_motion_us = _imu_sample_delayed.time_us;
_time_good_motion_us = _time_delayed_us;
}