Commit Graph

144 Commits

Author SHA1 Message Date
bresch 78d75ada3e update change indicator
The result is slightly different because we now only set the tilt
covariance (before, tilt variance was applied to all axes)
2023-08-29 10:57:49 -04:00
bresch 0282f85cd4 ekf2: compute quat tilt variance using SymForce 2023-08-29 10:57:49 -04:00
bresch 9551c1b614 ekf2: send global position if origin is set manually
Even if the aiding is local only, a valid global estimate can be sent as
long as we know the EKF's origin.
2023-08-26 14:48:49 -04:00
Mathieu Bresciani 74a54b3b12 EKF2: improve resilience against incorrect mag data
- when GNSS is used require low mag heading innovations during
  horizontal acceleration (yaw observable) to validate the mag
- only fuse mag heading just enough to constrain the yaw estimate
  variance to a sane value. Leave enough uncertainty to allow for a
  correction when the yaw is observable through GNSS fusion
2023-08-17 09:55:15 -04:00
bresch 1f02d55103 ekf2: update change indicator
change caused by fixing the yaw variance increase calculation
2023-08-08 12:09:56 -04:00
bresch 39a83ab138 ekf2_test: test yaw variance after reset 2023-08-08 12:09:56 -04:00
bresch de702a2e63 ekf2: fix function to increase yaw variance 2023-08-08 12:09:56 -04:00
bresch cd77d52dc1 ekf2: calcRotVecVariances using SymForce 2023-08-07 14:28:06 -04:00
Daniel Agar d75bb62a65 ekf2: separate mag and mag heading control logic (#21212)
- split mag_3d into new standalone mag fusion and mag fusion allowed to update all states (full mag_3d)
 - new dedicated control logic for mag/mag_3d fusion and standalone mag heading fusion
 - if WMM available use for mag_I and mag_B init
 - mag states reset if external yaw reset (yaw estimator, GPS yaw, etc)
 - mag reset if declination changed (eliminate _mag_yaw_reset_req)
 - mag fusion (but not mag_hdg or mag_3d) can be active during gps_yaw or ev_yaw (if yaw aligned north)

Co-authored-by: bresch <brescianimathieu@gmail.com>
2023-08-04 10:39:16 -04:00
Daniel Agar 84b6b472b4 ekf2: change delta angle and delta velocity bias states to accel and gyro bias (#21901)
* ekf2-test: remove outdated codegen comparison

The definition of states changed so the comparison with the old
derivation cannot work anymore.

---------

Co-authored-by: bresch <brescianimathieu@gmail.com>
2023-07-28 09:31:44 -04:00
Daniel Agar e468798e91 Update world_magnetic_model to latest Thu Jul 27 11:14:06 UTC 2023
Co-authored-by: PX4 BuildBot <bot@px4.io>
2023-07-27 10:34:11 -04:00
Daniel Agar 19d6e69b0b ekf2: allow yaw estimator to perform yaw alignment
This can be useful if using a full EV + GNSS setup and you start indoors, then fly outside. Once GPS is good and the only missing requirement is yaw alignment the yaw estimator reset is performed and EV yaw will automatically stop itself.
2023-07-25 10:58:45 -04:00
bresch a95c11d48a ekf2-test: add test for inclination of mag earth field 2023-07-24 10:16:37 -04:00
bresch 357bf024f6 ekf2-mag: add inclination check 2023-07-24 10:16:37 -04:00
bresch e4a16bfc80 ekf2-mag: rework mag strength check 2023-07-24 10:16:37 -04:00
bresch eb9bcb0c28 update EKF2 change indicator
There is some actual changes because the earth mag field states are now
reset using the WMM when available. In the replay log, the measured mag
field does not match the WMM and this is why there is a large diff. It
is however more correct now than before.
2023-07-24 09:52:52 +02:00
bresch 99824c445c ekf2: add unit test for earth mag field reset to WMM 2023-07-24 09:52:52 +02:00
bresch 1d96de5cf6 ekf2: add more unit tests for GNSS stopping control logic 2023-07-21 14:53:58 -04:00
Daniel Agar ec9dce2e89 Update world_magnetic_model to latest Tue Jul 18 11:14:09 UTC 2023
* Update world_magnetic_model to latest Tue Jul 18 11:14:09 UTC 2023
* [AUTO COMMIT] update change indication


Co-authored-by: PX4 BuildBot <bot@px4.io>
2023-07-18 14:29:08 -04:00
bresch f5fd369ce8 [AUTO COMMIT] update change indication 2023-07-17 13:43:18 +02:00
Mathieu Bresciani 24de623989 EKF2: Zero gyro update (#21691)
When at rest, directly fuse the gyro data as an observation of its bias.
This allows to strongly observe the gyro biases without having to fuse a
constant heading that makes the ekf too confident about its heading.
2023-06-09 21:13:18 -04:00
bresch 5233b33242 update change indicator 2023-06-05 11:58:42 -04:00
bresch 403a6310c4 gnss yaw: compare auto-generated Jacobian against autodiff 2023-06-05 11:58:42 -04:00
bresch c6b259d5f6 yaw_fusion: compare auto-generated Jacobian against autodiff 2023-06-05 11:58:42 -04:00
bresch d4528dc53a sideslip: compare auto-generated Jacobian against autodiff 2023-06-05 11:58:42 -04:00
bresch e7c4a22be8 mag_3d: compare auto-generated Jacobian against autodiff 2023-06-05 11:58:42 -04:00
bresch c6f1a63659 opt_flow: compare auto-generated Jacobian against autodiff 2023-06-05 11:58:42 -04:00
Daniel Agar f0bea542d5 Update world_magnetic_model to latest (#21533)
* Update world_magnetic_model to latest Mon May  1 11:14:06 UTC 2023
* [AUTO COMMIT] update change indication

Co-authored-by: PX4BuildBot <PX4BuildBot@users.noreply.github.com>
2023-05-01 08:59:55 -04:00
bresch 2a2e43b620 ekf2: move flow fusion activation from AID_MASK to OF_CTRL 2023-04-28 22:31:17 -04:00
bresch 39c2f95669 ekf2: move drag fusion activation from AID_MASK to DRAG_CTRL 2023-04-28 22:31:17 -04:00
bresch 17806a9608 ekf2: robustify wind init using airspeed
Tests showed that sideslip fusion often starts just before airspeed
fusion, resetting the wind states to 0 instead of using the airspeed
data. A quick look at the wind uncertainty allows to know if the current
wind estimate is meaningful or if we should rather reset it using the
airspeed data.
2023-04-08 14:12:21 +02:00
bresch 62770c43f9 [AUTO COMMIT] update change indication 2023-03-31 10:15:12 +02:00
Daniel Agar 4d9369dc67 Update world_magnetic_model to latest Fri Mar 24 11:14:06 UTC 2023 2023-03-24 09:39:26 -04:00
bresch 3e3307c0d0 ekf2: fix mag declination innovation angle wrapping 2023-03-21 21:07:28 -04:00
Matthias Grob b0189d95af Use new Vector4 class 2023-03-21 15:01:26 +01:00
bresch fd33e60f78 ekf: fix GNSS yaw fusion wrapping 2023-03-13 10:46:34 +01:00
Daniel Agar 2ea25804a1 ekf2: allow filter init with only IMU (#21041)
- if mag enabled heading init is now pushed to controlMagFusion()
2023-02-13 22:07:15 -05:00
Daniel Agar 66ad7fd06c ekf2: include 0 timestamp checks in helpers (isTimedOut(), isRecent(), etc)
- EKF isTimedOut(), isRecent(), and isNewestSampleRecent() need to handle the case where the timestamp has never been set
 - reset() more thoroughly reset fields (mainly impacts unit tests)
2023-02-03 10:00:51 -05:00
Daniel Agar 8da993c30e Update world_magnetic_model to latest Sat Jan 28 11:14:05 UTC 2023
Co-authored-by: PX4 BuildBot <bot@px4.io>
2023-01-28 11:41:03 -05:00
Daniel Agar 95300d5637 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
2023-01-18 10:59:34 -05:00
Paul Riseborough 1a9c358858 ekf2: Add unit tests for drag fusion 2023-01-05 12:03:24 -05:00
dagar 618ce9a865 [AUTO COMMIT] update change indication 2022-12-29 16:37:34 -05:00
bresch 3e4e5c991c ekf2: add mag unit tests 2022-12-29 12:56:36 -05:00
bresch 0388c161e7 ekf2: compare yaw estimator sympy vs symforce 2022-12-23 10:28:19 -05:00
Daniel Agar 54a32eb2f7 ekf2: EV overhaul yaw and position fusion (#20501)
- move EV yaw and EV position to new state machines
 - EV yaw and EV pos now configured via EKF2_EV_CTRL (migrated from EKF2_AID_MASK)
 - new EV position offset estimator to enable EV position while GPS position is active (no more EV pos delta fusion)
 - yaw_align now strictly means north (no more rotate external vision aid mask)
 - automatic switching between EV yaw, and yaw align north based on GPS quality
2022-12-20 10:23:56 -05:00
Daniel Agar 696eeb9a49 ekf2: update EV height state machine (small piece of EV overhaul)
- respect new EKF2_EV_CTRL parameter for VPOS usage
  - EV hgt rotate EV position before usage (there's often a small offset in frames)
  - EV hgt reset use proper EV velocity body frame
  - try to keep EV hgt and EV vel state machines consistent
  - small incremental piece of https://github.com/PX4/PX4-Autopilot/pull/19128
2022-12-13 13:29:18 -05:00
bresch 41abf695a8 ekf2: use more efficient covariance update computation
KSK' is faster to compute than KHP and is mathematically equivalent
2022-12-12 12:31:54 -05:00
Daniel Agar f3884d5835 Update world_magnetic_model to latest Fri Dec 9 11:14:09 UTC 2022
Co-authored-by: PX4 BuildBot <bot@px4.io>
2022-12-09 11:40:30 -05:00
Mathieu Bresciani a187bb3b80 ekf2: predict covariance before predicting state (#20715)
* To predict the covariance, the jacobian from the previous to the current state is required.
2022-12-07 09:34:19 -05:00
bresch 16a3fee54f ekf2_test: check behavior of GNSS yaw fusion at singularities 2022-11-22 09:59:31 -05:00