Commit Graph
15 Commits
Author SHA1 Message Date
bresch 12fefbcfbd ekf2: use global definition of quaternion error 2024-04-05 22:26:03 -04:00
bresch 6d819343aa ekf2: fix direct state measurement update for suboptimal K case
The duration of a unit test had to be increased because the incorrect
covariance matrix update, was making the unit test passing faster
(over-optimistic variance).
2024-03-20 14:13:49 +01:00
bresch cb2bb2e098 ekf2: add no gyro bias estimate test case
This makes the ekf unstable and creates NANs during initialization
2024-03-20 14:13:49 +01:00
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 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
bresch 99197919d7 ekf2: access state covariance using helper functions 2023-09-26 06:41:04 +02:00
Daniel Agar 153f7bbced ekf2: update all copyright headers 2023-09-15 10:02:09 -04:00
bresch 39a83ab138 ekf2_test: test yaw variance after reset 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.

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Co-authored-by: bresch <brescianimathieu@gmail.com>
2023-07-28 09:31:44 -04:00
Matthias Grob b0189d95af Use new Vector4 class 2023-03-21 15:01:26 +01:00
Daniel Agar a430f0ccae ekf2: add simple zero velocity update when vehicle at rest (#19149)
- further decreases initial tilt alignment time (now down to 2.5 seconds if still) and improves initial bias estimates
2022-03-12 12:56:31 -05:00
Daniel Agarand: bresch f3e2a197ad move vehicle at rest detection ekf2 -> land_detector
- move vehicle at reset detection ekf2 -> land_detector
 - ekf_unit: reduce init period
   - Fake fusion is when at rest is quite strong and makes the variance reduce rapidly. Reduce the amount of time we wait before checking if the variances are still large enough.
 - ekf_unit: reduce minimum vel/pos variance required after init
   - Fake pos fusion has a low observation noise, making the vel/pos variances reduce quickly.

Co-authored-by:: bresch <brescianimathieu@gmail.com>
2022-02-01 17:50:19 -05:00
Daniel Agar 9ac860ac33 ekf2: test fix double promotion warnings 2021-07-18 15:49:53 -04:00
Daniel Agar 2cf66a5d8f ekf2: move EKF out of ecl 2021-07-15 10:38:24 -04:00