Commit Graph
147 Commits
Author SHA1 Message Date
bresch 51883fe5d4 ekf2: integrate mag heading into mag 3D 2024-04-05 22:26:03 -04:00
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 421f13e4b5 ekf2: fix joseph covariance update for Schmidt-Kalman filter
If part of the Kalman gain is zeroed, the first step of the joseph
update does not produce a symmetrical matrix.
2024-03-07 15:11:47 +01:00
bresch d501d8e1d4 ekf2: use Joseph stabilized update in direct state observations 2024-02-26 12:32:59 -05:00
Daniel Agar 8243b4f474 ekf2: move vel/pos reset helpers 2024-02-20 13:16:24 -05:00
Daniel Agar c4c41c49e5 ekf2: move fuseVelPosHeight() -> fuseDirectStateMeasurement()
- don't bother keeping bad_vel_{N,E,D} and bad_pos_{N,E,D} fault status bits
2024-02-20 13:16:24 -05:00
bresch c221da27a7 ekf2: set attitude validity flag using centralized function 2024-02-20 11:33:30 -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 Agar bf7da6430d ekf2: consolidate LPOS & GPOS accuracy methods 2024-01-22 12:34:08 -05:00
bresch c28972d15e ekf2-grav: only use filtered accel norm to start/stop the fusion
Using the raw data makes the swith too sensitive to noise
2024-01-18 20:39:16 -05:00
Roman Bapst 603c3f6636 added support to reset vehicle position based on external position (#22444)
via command MAV_CMD_EXTERNAL_POSITION_ESTIMATE

Signed-off-by: RomanBapst <bapstroman@gmail.com>
2024-01-11 13:09:22 +01:00
breschandDaniel Agar fe7988672f ekf2: auxiliary position fusion
Co-authored-by: Daniel Agar <daniel@agar.ca>
2023-12-01 11:50:22 +01:00
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

---------

Co-authored-by: bresch <[brescianimathieu@gmail.com](mailto:brescianimathieu@gmail.com)>
2023-10-31 10:02:18 -04:00
Daniel Agar 408c30de13 ekf2: delete redundant aid src status getters 2023-10-18 15:21:51 -04:00
Daniel Agar bdaf0acfca ekf2: fully disable yaw estimator EKFGSF_yaw with CONFIG_EKF2_GNSS (#22233) 2023-10-18 13:30:17 -04:00
Daniel Agar 48e09a4dea ekf2: move predict covariance IMU inhibit check to function 2023-10-17 09:58:10 -04:00
Daniel Agar 0b44852094 ekf2: move accel bias check out of fixCovarianceErrors 2023-10-17 09:58:10 -04:00
Daniel Agar d2b3e7fe16 ekf2: new kconfig to enable/disable GNSS (enabled by default) 2023-10-11 14:02:34 -04:00
Daniel Agar 5352a64042 ekf2: symforce derivation allow optionally disabling mag and wind states 2023-10-10 17:31:11 -04:00
Daniel Agar 28d58a947f ekf2: cleanup more optional mag (CONFIG_EKF2_MAGNETOMETER) 2023-10-09 10:18:02 -04:00
Daniel Agar 028733e1c7 ekf2: add kconfig to disable wind estimation (off by default) 2023-10-09 09:22:29 -04:00
05fd8c5976 EKF2: centralized auto-generated state (#22183)
* ekf2_derivation: use single source of state definition

The state is defined as an ordered dictionary of group elements and
everything else is generated using that state definition

* ekf2: generated state sample add const reference getter

---------

Co-authored-by: bresch <[brescianimathieu@gmail.com](mailto:brescianimathieu@gmail.com)>
Co-authored-by: Daniel Agar <daniel@agar.ca>
2023-10-06 10:28:21 -04:00
bresch 99197919d7 ekf2: access state covariance using helper functions 2023-09-26 06:41:04 +02:00
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
bresch 514e0330e5 ekf2_terrain: handle height reset 2023-09-25 09:34:14 -04:00
bresch ebf962bf68 ekf2: remove size in name of state vector and matrix types
Then the state vector size can be changes without having to update the
name
2023-09-21 08:27:52 -04:00
bresch 779ea3f4d1 ekf2: access state covariance using enum 2023-09-19 09:37:50 -04:00
Daniel Agar 153f7bbced ekf2: update all copyright headers 2023-09-15 10:02:09 -04:00
Daniel Agar 1e9f0ad2c6 ekf2: add kconfig for barometer support (enabled by default) 2023-09-15 10:02:09 -04:00
Daniel Agar 10b54d08fc ekf2: add dedicated EKF2_CONFIG_TERRAIN in kconfig
- new estimator_aid_src_terrain_range_finder for HAGL RNG
2023-09-15 10:02:09 -04:00
Daniel Agar 845b01a00d ekf2: add kconfig for magnetometer support (enabled by default) 2023-09-15 10:02:09 -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
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 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 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
Daniel Agarandbresch 01bcc47fb1 ekf2: apply yaw reset to vision attitude error filter
- set vision attitude error filter uninitialized if vision data stops
 - ev error filter is only compiled when ev config is selected

Co-authored-by: bresch <brescianimathieu@gmail.com>
2023-07-24 10:32:33 -04:00
bresch 672b29d555 ekf2: report dist bottom also when using flow for terrain
Terrain height can be estimated using a range finder and/or optical flow
2023-07-11 08:18:32 -07:00
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
Daniel Agar 32a5bd32ad ekf2: add kconfig option to enable/disable range finder fusion (and terrain estimator) 2023-03-21 11:25:34 -04:00
Daniel Agar 0784901a66 ekf2: add kconfig option to enable/disable optical flow fusion 2023-03-21 11:25:34 -04:00
Daniel Agar 4363b09421 ekf2: add kconfig option to enable/disable external vision fusion 2023-03-20 10:12:17 -04:00
Daniel Agar d47f96f1a5 ekf2: add kconfig option to enable/disable AUX velocity fusion 2023-03-20 10:12:17 -04:00
Daniel Agar 4270a303ab ekf2: add kconfig option to enable/disable airspeed and sideslip fusion 2023-03-20 10:12:17 -04:00
Daniel Agar 98ff1afc19 ekf2: add kconfig option to enable/disable GNSS yaw 2023-03-20 10:12:17 -04:00