Commit Graph

46 Commits

Author SHA1 Message Date
bresch fe7988672f ekf2: auxiliary position fusion
Co-authored-by: Daniel Agar <daniel@agar.ca>
2023-12-01 11:50:22 +01:00
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 48e09a4dea ekf2: move predict covariance IMU inhibit check to function 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
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
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* ekf2-test: remove outdated codegen comparison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
bresch ed7c4bc5d7 ekf2: init tilt using quaternion from gravity vector 2023-03-31 10:15:12 +02:00
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
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 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
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
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 535415a537 ekf2: add OF estimator aid src status 2022-10-18 14:19:16 -04:00
bresch ae1e12a6b5 ekf2: remove baro accumulation from initializeFilter 2022-09-10 12:29:29 -04:00
bresch fe4a6ce8de ekf2: allow initialization without baro data when fusion is disabled 2022-09-10 12:29:29 -04:00
Daniel Agar 7bbdc220f5 ekf2: initialiseFilter() simplify mag heading init and resetQuatStateYaw
- most of resetQuatStateYaw doesn't apply to initial heading init, so
removing the special case keeps it simple
2022-09-02 08:46:10 -04:00
Daniel Agar 1948c5057a ekf2: handle all time on delayed horizon (except for newest sample checks)
- a growing number of samples come into the backend with the time
already delayed (sensor's interrupt setting timestamp sample)
 - if the incoming timestamp is already delayed then the new data checks
(relative to latest IMU) can be slightly wrong
 - handle almost all timestamps and checks on delayed time horizon,
except for explicit checks of new samples
 - isRecent() and isTimedOut() helpers use delayed time
 - add new isNewestSampleRecent() used for checking the incoming
timestamp of the incoming (adjusted) data
2022-08-31 08:52:30 -04:00
bresch 8fd79688c0 ekf2: enable multiple height sources fusion
Instead of having a single height source fused into the EKF and the
other ones "waiting" for a failure or the primary sensor, fuse all
sources in EKF2 at the same time. To prevent the sources from fighting against each
other, the "primary" source is set as reference and the other ones are
running a bias estimator in order to make all the secondary height
sources converge to the primary one.

If the reference isn't available, another one is automatically selected
from a priority list. This secondary reference keeps its current bias
estimate but stops updating it in order to be the new reference as close
as possible to the primary one.
2022-08-24 09:16:11 -04:00
Daniel Agar b58f70726f ekf2: scale delta angle and delta velocity bias to particular IMU sample 2022-08-23 21:06:13 -04:00
Daniel Agar a41a0e7e80 ekf2: resetMagHeading() split out simple init case 2022-07-21 09:24:28 -04:00
mcsauder ea10eacb99 Replace EKF/common.h #defines with enums. 2022-05-18 09:25:19 -04:00
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 Agar b7e0f17c6a ekf2: minor position/velocity reset cleanup
- try to use avoid resetVelocity() call where possible
 - reset timeouts centrally
2022-03-08 11:16:35 -05:00
Daniel Agar c10ea97967 ekf2: fusion helpers return success/fail and set pos/vel update timestamps centrally (if healthy) 2022-03-08 11:16:35 -05:00
Daniel Agar 11f617ca9b ekf2: default to in air and not at rest
- this is a more conservative default if a vehicle isn't set (no land detector running)
 - handled horizontal preflight failures in commander when disarmed
rather than overloading xy_valid and v_xy_valid flags
 - ekf2 no longer depend on arming or standby status
2022-02-22 16:59:10 -05:00
bresch 33fd1849e0 ekf2_terr: refactor terrain estimator - rng aiding 2022-02-11 10:57:45 -05:00
Daniel Agar 88ffc177f7 ekf2: utils add getEulerYaw() that uses the best rotation sequence 2022-02-02 08:54:03 -05:00
Daniel Agar 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 999737ddd5 ekf2: refactor mag control
- remove class _mag_sample_delayed
 - update mag fusion call graph to use mag sample delayed functionally
 - Ekf::resetMagHeading()
   - use low pass mag directly, but check if valid (magnitude)
   - MAG_FUSE_TYPE_INDOOR treat like auto if heading required
2022-01-31 11:47:10 -05:00
Daniel Agar ae3070bbf1 ekf2: make filter update period configurable
- introduces new parameter EKF2_PREDICT_US to configure the filter
update period in microseconds
 - actual filter update period will be an integer multiple of IMU
2022-01-26 10:57:09 -05:00
Daniel Agar 92a5bbe97f ekf2: improve ring buffer sizing and dynamically allocate 2022-01-19 09:04:53 -05:00
mcsauder f34862f143 Delete redundant Ekf class member variable constructor initilizations and add missing C++ style initializers to the header file. 2021-07-17 12:24:56 -04:00
Daniel Agar 2cf66a5d8f ekf2: move EKF out of ecl 2021-07-15 10:38:24 -04:00