Commit Graph
186 Commits
Author SHA1 Message Date
Daniel Agar 22b957696d ekf2: velocity/position fusion helper minor consistency cleanup 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
Daniel Agar 1032dd3470 ekf: fix measurementUpdate comment typo 2024-02-19 09:41:49 +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 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
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
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
Daniel Agar 64f28c4c07 ekf2: delete unused gps error norm field 2024-01-12 10:14:32 -05:00
Daniel Agar 8bcba6128a ekf2: fix resetGlobalPosToExternalObservation whitespace 2024-01-11 10:59:56 -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
Daniel Agarandbresch d45c3d3407 ekf2: verbose (DEBUG_BUILD) print status with Matrix improved print
* ekf2: verbose print status
 * matrix/Matrix improve print output
 * bold diagonal elements, print ring buffer entry size
 * print in scientific notation when >= 10 to respect max size

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Co-authored-by: bresch <brescianimathieu@gmail.com>
2024-01-10 09:46:04 -05:00
bresch a653073d4f ekf2: perform GNSS checks at delayed-time horizon
- never fuse a measurement that is not passing the checks
- cleanup and simplify GNSS vel/pos control logic
2023-12-18 18:11:20 +01:00
bresch 5ca22df55c ekf2-pos bias estimator: use enum 2023-12-05 11:22:59 -05:00
bresch a3515a2474 ekf2: scope HeightSensor enum 2023-12-05 11:22:59 -05:00
breschandDaniel Agar fe7988672f ekf2: auxiliary position fusion
Co-authored-by: Daniel Agar <daniel@agar.ca>
2023-12-01 11:50:22 +01:00
bresch 1c3a1183c8 ekf2-flow: refactor control logic
Use flow rates instead of integrals in backend. This allows us to delay
the data to the mitpoint integration time and simplifies the code in
general.
Gyro compensation can still be done in EKF2 if needed, but the
flow module normally already appends the correct gyro data to the flow
message.
2023-11-21 21:56:34 -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
Daniel Agar 27f9b1b65a ekf2: move zero gyro update to aid source class 2023-10-18 20:23:56 -04:00
Daniel Agar e79737a38d ekf2: create simple estimator aid source base class and extract zero velocity update 2023-10-18 20:23:56 -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 3d238b0275 ekf2: add kconfig to disable gravity fusion (#22231) 2023-10-18 10:50:51 -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
bresch fc32820e19 ekf2: initialize wind covariance using symforce 2023-10-09 21:03:38 -04:00
Daniel Agar 5f87f3a046 ekf2: drag fusion add aid source status topic 2023-10-09 09:26:28 -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

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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
d61743412c ekf2: fix flow gyro bias corrections (#22145)
* ekf2-flow: fix flow gyro bias compensation
* ekf2-flow: apply flow gyro bias when used
* ekf2: log optical flow gyro bias
* ekf2: optical flow control always use provided flow gyro (with bias applied)
* ekf2-flow: log flow gyro and gyro reference
* ekf2-flow: support senrors with XY flow gyro

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Co-authored-by: Daniel Agar <daniel@agar.ca>
Co-authored-by: bresch <[brescianimathieu@gmail.com](mailto:brescianimathieu@gmail.com)>
2023-10-05 10:51:30 -04:00
bresch 10db6b6eda ekf2: remove sparse vector optimization
The sparse vector template requires to know which states are non-zero in
the observation jacobian. This complicates the modularity of the code
when the state vector or the derivation is changed.
The computation cost difference is almost negligible for this size.
2023-10-02 10:12:53 -04:00
Daniel Agar 14a967e2ca ekf2: remove aid src status fusion_enabled flag 2023-09-26 10:30:16 -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 9e962f3efa ekf2: update more hardcoded indexes 2023-09-21 08:27:52 -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 dac337efc4 ekf2: auto-generate state vector size constant 2023-09-19 09:37:50 -04:00
bresch 51dbd8ee4c ekf2: simplify state var constraint 2023-09-19 09:37:50 -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
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 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