Commit Graph
83 Commits
Author SHA1 Message Date
bresch 5f61e3b785 ekf2: update change indicator 2024-04-05 22:26:03 -04:00
bresch 638e17d551 ekf: update change indicator 2024-03-20 14:13:49 +01:00
bresch ee63f3e664 update change indicator 2024-03-14 11:33:45 -04:00
bresch 0d0978b3b9 ekf2: update change indicator 2024-03-07 11:06:31 -05:00
bresch 2bacb4b65d ekf2: update change indicator 2024-03-07 15:11:47 +01:00
bresch 28db3e1c8c ekf2: update change indicator 2024-02-27 12:33:43 -05:00
bresch 08a2a6c836 update EKF2 change indicator 2024-02-26 12:32:59 -05:00
bresch 9d9766c6cf ekf2: use Joseph stabilized covariance update 2024-02-26 12:32:59 -05:00
Daniel AgarandPX4 BuildBot 1d70e32551 Update world_magnetic_model to latest Wed Jan 24 11:14:20 UTC 2024
Co-authored-by: PX4 BuildBot <bot@px4.io>
2024-01-26 09:08:51 -05:00
Daniel Agarandbresch 51155f7a29 ekf2: treat inhibited states as "consider states" and remove conservative covariance matrix fixes (#22597)
When a state stops to be estimated it becomes a "consider state". Its value and variance are frozen but its covariance with other states continue to evolve normally.

 - removes conservative accel bias variance limiting
 - force symmetry is skipped after fusion of NED vel/pos (a direct measurement)

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Co-authored-by: bresch <brescianimathieu@gmail.com>
2024-01-24 14:14:09 -05:00
Mathieu Brescianiandbresch cb396a6339 ekf2: fix computation of tilt and yaw variances add them to logging
Co-authored-by: bresch <bresch@users.noreply.github.com>
2024-01-24 12:14:15 -05:00
Daniel Agarandbresch ed0d26de8a ekf2: improve attitude estimation without horizontal aiding
- fake_pos only if at rest or tilt variances becomes large
 - fake pos: don't run when grav fusion is enabled
 - gravity fusion enabled by default
 - gravity: only fuse when accel norm and lpf norm are consistent

Co-authored-by: bresch <brescianimathieu@gmail.com>
2024-01-17 10:27:25 -05:00
MaEtUgR 74549e29a5 [AUTO COMMIT] update change indication 2023-12-21 11:42:08 +01:00
bresch bba30663cc update change indicator
Caused by the GNSS checks being performed at the delayed-time horizon
2023-12-18 18:11:20 +01:00
Daniel AgarandPX4 BuildBot a9213e3862 Update world_magnetic_model to latest Tue Nov 28 11:14:14 UTC 2023
Co-authored-by: PX4 BuildBot <bot@px4.io>
2023-11-28 11:04:02 -05:00
Mathieu Brescianiandbresch efa12ad224 EKF2 simplify covariance propagation (#22344)
* ekf2-derivation: optimize before generating cpp code

* update EKF2 change indicator

Slight changes due to simplifications done in the covariance prediction

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Co-authored-by: bresch <[brescianimathieu@gmail.com](mailto:brescianimathieu@gmail.com)>
2023-11-14 11:22:16 -05:00
Mathieu Brescianiandbresch 0d6c2c8ce9 EKF2: Error-State Kalman Filter (#22262)
* ekf derivation: change to error state formulation
* ekf2: update auto-generated code for error-state
* ekf2: adjust ekf2 code for error state formulation
* ekf2_tests: adjust unit tests for error-state EKF
* update change indicator for error-state EKF
* ekf2_derivation: allow disabling mag and wind states

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Co-authored-by: bresch <[brescianimathieu@gmail.com](mailto:brescianimathieu@gmail.com)>
2023-10-31 10:02:18 -04:00
b3f460f30c ekf2: update quaternion covariance at yaw reset(#22123)
- Preserve tilt variance while doing a yaw reset
 - Yaw variance is now correctly set instead of increased

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Co-authored-by: Dominique <dominique.leblanc@donecle.com>
Co-authored-by: bresch <[brescianimathieu@gmail.com](mailto:brescianimathieu@gmail.com)>
2023-09-25 09:36:42 -04:00
Daniel Agar 016db84d69 ekf2: covariance update use IMU sample dt (#22032)
- usually the delta angle and delta velocity dt is the same, but they can be slightly different
2023-09-13 09:58:56 -04:00
bresch 52bcf1e0c2 update change indicator
The yaw variance is now initially zero
2023-08-29 10:57:49 -04:00
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
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
Daniel Agarandbresch 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 Agarandbresch 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 AgarandPX4 BuildBot 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
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
Daniel AgarandPX4 BuildBot 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
Daniel AgarandPX4BuildBot 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 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
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 AgarandPX4 BuildBot 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
dagar 618ce9a865 [AUTO COMMIT] update change indication 2022-12-29 16:37:34 -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 AgarandPX4 BuildBot 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 c67f03f383 ekf2: update change indicator 2022-11-14 11:51:32 -05:00
Daniel Agar bd5bc9d207 ekf2: cleanup terrain estimator init (shouldn't be valid by default)
- with Ekf::initialiseFilter() resetting _time_last_hagl_fuse the terrain estimate was technically valid regardless of any range or flow data availability and as a result optical flow fusion is able to start and stay active
 - only consider terrain estimate valid based on control status flags and recent fusion
2022-11-14 09:29:46 -05:00
Daniel Agar a242a0210e Update world_magnetic_model to latest Mon 24 Oct 2022 09:29:11 PM EDT 2022-10-25 09:20:01 -04:00
Daniel Agar 6f861ba889 ekf2: pos/vel reset helpers pass new variance
- optical flow velocity reset use already computed _flow_vel_ne
2022-10-24 10:59:58 -04:00
Daniel Agar f9509b442c ekf2: height aid source consistency (#20405)
- working towards keeping all height source (baro/ev/gnss/rng) handling as consistent as possible, possibly refactoring these out into separate classes later
2022-10-19 15:35:07 -04:00
bresch f77d7d9413 [AUTO COMMIT] update change indication 2022-10-19 17:34:31 +02:00
Daniel Agar 0d2ff6e224 ekf2: test ekf_logger further reduce std::precision to minimize false positives 2022-10-18 14:19:16 -04:00
Daniel Agar 116bb6049f ekf2: fusion helper consistency
- yaw fusion use measurementUpdate()
 - fuseVelPosHeight() respect _accel_bias_inhibit (like measurementUpdate())
2022-10-17 10:17:31 -04:00
bresch 458e5a6b0e ekf2: update change indicator 2022-10-14 11:42:23 -04:00