EKF: Improve protection against severe IMU accel errors

Use vertical velocity and position innovation failure to detect bad accelerometer data caused by clipping or aliasing which can cause large vertical acceleration errors and loss of height estimation. When bad accel data is detected:

1) Inhibit accelerometer bias learning
2) Force fusion of vertical velocity and height data
3) Increase accelerometer process noise
This commit is contained in:
Paul Riseborough
2017-04-07 08:47:13 +10:00
parent a1a5734443
commit 2f2ac5be43
5 changed files with 37 additions and 5 deletions
+19 -2
View File
@@ -468,9 +468,26 @@ void Ekf::controlHeightSensorTimeouts()
// record time of last bad vert accel
if (bad_vert_accel) {
_time_bad_vert_accel = _time_last_imu;
} else {
_time_good_vert_accel = _time_last_imu;
}
if ((P[9][9] > sq(_params.hgt_reset_lim)) && ((_time_last_imu - _time_last_hgt_fuse) > 5e6)) {
// declare a bad vertical acceleration measurement and make the declaration persist
// for a minimum of 10 seconds
if (_bad_vert_accel_detected) {
_bad_vert_accel_detected = (_time_last_imu - _time_bad_vert_accel < BADACC_PROBATION);
} else {
_bad_vert_accel_detected = bad_vert_accel;
}
// check if height is continuously failing becasue of accel errors
bool continuous_bad_accel_hgt = ((_time_last_imu - _time_good_vert_accel) > BADACC_HGT_RESET);
// check if height has been inertial deadreckoning for too long
bool hgt_fusion_timeout = ((_time_last_imu - _time_last_hgt_fuse) > 5e6);
// reset the vertical position and velocity states
if ((P[9][9] > sq(_params.hgt_reset_lim)) && (hgt_fusion_timeout || continuous_bad_accel_hgt)) {
// boolean that indicates we will do a height reset
bool reset_height = false;
@@ -484,7 +501,7 @@ void Ekf::controlHeightSensorTimeouts()
bool baro_hgt_available = ((_time_last_imu - baro_init.time_us) < 2 * BARO_MAX_INTERVAL);
// check for inertial sensing errors in the last 10 seconds
bool prev_bad_vert_accel = (_time_last_imu - _time_bad_vert_accel < 10E6);
bool prev_bad_vert_accel = (_time_last_imu - _time_bad_vert_accel < BADACC_PROBATION);
// reset to GPS if adequate GPS data is available and the timeout cannot be blamed on IMU data
bool reset_to_gps = gps_hgt_available && gps_hgt_accurate && !_gps_hgt_faulty && !prev_bad_vert_accel;