Paul Riseborough
5242af84af
EKF: Standardise covariance update and use static arrays for large matrices
2016-03-05 08:58:19 +11:00
Paul Riseborough
1414d591ce
EKF: Fix bug in declination fusion indexing
2016-03-05 08:43:33 +11:00
Roman Bapst
b2744f965d
use in_air flag from land detector to determine if we are on the ground
2016-03-03 10:53:39 +01:00
Paul Riseborough
569886a4fc
EKF: Fix bug in velocity and position innovation consistency checks
2016-03-03 17:15:22 +11:00
mcsauder
f9e3db0504
Move variable initializations from header file to constructor to allow C99 compliance.
2016-03-02 08:42:38 +01:00
Paul Riseborough
d8627c6aaf
EKF: Reset the vertical position states if height fusion times out
2016-03-02 08:39:07 +01:00
Paul Riseborough
f7a53d69f2
EKF: Improve height reset function
...
Add a method to reset the vertical velocity to enable in-flight resets
Reset to GPS height if baro height is not available.
2016-03-02 08:39:07 +01:00
Paul Riseborough
a6da73fa83
EKF: Add missing div0 protection
2016-03-01 18:03:35 +11:00
Paul Riseborough
d5e47d21db
EKF: miscellaneous comment and format changes
2016-03-01 15:35:45 +11:00
Paul Riseborough
7c83ac4b6d
EKF: Use heading fusion as default for startup and ground operation
2016-03-01 15:35:17 +11:00
Paul Riseborough
57d4064d7b
EKF: Increase default heading observation noise
...
Improves robustness when operating in a bad magnetic field environment
2016-03-01 15:28:53 +11:00
Paul Riseborough
97df006a6a
EKF: Update direct heading fusion
...
Adds a 312 Euler rotation sequence option for magnetic heading fusion.
Switches between it and the normal 321 sequence option depending on orientation.
2016-03-01 15:25:22 +11:00
Paul Riseborough
2c9a814de1
Merge pull request #64 from mcsauder/master
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Additional filter variable initializations required to fully reset the filter variables
2016-02-26 23:06:56 +11:00
Paul Riseborough
78d6f6941c
Merge pull request #61 from PX4/pr-ImprovedAccuracyReporting
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EKF: Improve Position Accuracy Reporting
2016-02-26 22:48:44 +11:00
mcsauder
5fb48a2e7b
Merge remote-tracking branch 'upstream/master'
2016-02-25 22:51:58 -07:00
mcsauder
5fec0df70d
Additional initializations required to reset complimentary filter values if the state estimate ever diverges and requires re-initiailization.
2016-02-25 22:51:14 -07:00
Roman Bapst
9192ced7bb
do not reset output attitude state after heading reset to avoid jumps in attitude
2016-02-25 18:20:29 +01:00
Paul Riseborough
cd0cac066a
EKF: Calculate and publish horizontal and vertical position accuracy
...
This calculation takes into account the uncertainty of the origin.
Dead reckoning status is also published
2016-02-25 10:38:07 +11:00
Paul Riseborough
a30830a7a9
EKF: Scale position observation noise with GPS quality
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This allows the filter to adapt to variations in GPs quality.
The range of adjustment in observation noise is limited to the range between a lower limit set by the GPS observation noise parameter and an upper limit set by the no-aiding observation noise.
2016-02-25 10:16:32 +11:00
Paul Riseborough
f55a0bff53
EKF: Fix code style
2016-02-25 08:17:50 +11:00
Paul Riseborough
5b5bddebea
EKF: Always reset yaw and mag field states on entry into 3-axis mag fusion mode
2016-02-25 08:16:42 +11:00
Paul Riseborough
2d09a5f3ac
EKF: Don't reset yaw and mag field states when not necessary
2016-02-25 08:16:42 +11:00
Paul Riseborough
380db7ebef
EKF: Reset angle error covariance after yaw and mag field reset
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The yaw angle could have changed by a significant amount making the correlations invalid.
Setting angle variances to zero prevents the initial kick in angles due to 3D fusion starting
2016-02-25 08:16:42 +11:00
Paul Riseborough
0ad5329caf
EKF: Update comments in heading fusion to clarify calculation of magnetic heading
2016-02-24 12:06:11 +11:00
Paul Riseborough
36affe3cd8
EKF: Fix bug causing incorrect initial roll when inverted
2016-02-24 11:56:12 +11:00
Paul Riseborough
016695fc3e
EKF: Reduce startup transients
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Update initial state variance values
2016-02-24 11:48:42 +11:00
mcsauder
6613335937
Added constexpr back from const var type.
2016-02-23 16:15:52 -07:00
mcsauder
342010c113
Update c style array initialization to attempt to pass Travic CI build tests.
2016-02-23 15:52:02 -07:00
mcsauder
48e80e9e3e
Correct C style array initialization.
2016-02-23 15:16:40 -07:00
mcsauder
f9f00fa52b
Remove unnecessary include.
2016-02-23 14:00:39 -07:00
mcsauder
ccb5736353
Spaces to tab.
2016-02-23 19:58:30 -07:00
mcsauder
a4cecb1704
Match variable initialization order difference with upstream.
2016-02-23 19:57:27 -07:00
mcsauder
79d07c831f
Convert spaces to tabs to match upstream.
2016-02-23 19:53:55 -07:00
mcsauder
6c96f45f08
Remove whitespace differences with upstream for pull request.
2016-02-23 19:49:27 -07:00
mcsauder
fad1c87631
Merge upstream and resolve merge conflicts.
2016-02-23 19:29:30 -07:00
Roman Bapst
8eb63a150d
Merge pull request #53 from bugobliterator/pr-sharedlib
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Shared Library build
2016-02-23 08:30:46 +01:00
Paul Riseborough
a711632017
EKF: Add method to fuse horizontal magnetometer data
...
This method is more suitable than a raw heading measurement because it works across a full range of pitch angles.
It has been made the default for ground operation.
2016-02-20 19:45:32 +11:00
mcsauder
4ce4724105
Added variable initializations back into EstimatorInterface() constructor to resolve a runtime error that occurs with uninitialized variables.
2016-02-19 23:57:06 -07:00
Paul Riseborough
6df6ac0023
EKF: Fix sign error in heading innovation calculation and clean up
2016-02-20 11:54:53 +11:00
Paul Riseborough
90e1bd3e36
EKF: wrap compass yaw estimate
2016-02-19 16:53:55 +11:00
Paul Riseborough
7d6226eb45
EKF: Improve efficiency of yaw angle fusion
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Use direct calculation of Kaman gains with optimised algebra
2016-02-19 16:25:01 +11:00
Paul Riseborough
7f121e81e4
EKF: Update yaw innovation calculation to match revised derivation
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The new derivation does not use magnetic field measurements in the observation model and instead fuses in a heading measurement directly.
2016-02-19 16:18:07 +11:00
mcsauder
72243c4a84
Resolve tab/space differences with upstream master.
2016-02-18 03:28:40 -07:00
mcsauder
437f6ca5fb
Moved initialization to object constructors to allow C99 compiler compatibility.
2016-02-18 03:21:04 -07:00
bugobliterator
ba7f0fc9ff
EKF: add licensing information for mathlib header and src
2016-02-17 20:02:08 -08:00
bugobliterator
80632cc12c
EKF: add comments and licensing information to builder files
2016-02-17 19:55:47 -08:00
bugobliterator
a40eb7cf37
EKF: add check for existence of matrix submodule
2016-02-17 17:51:09 -08:00
bugobliterator
263c48d089
EKF: remove dependecies and allow ekf to be built as standalone shared lib
2016-02-17 17:33:18 -08:00
Paul Riseborough
96c0e18acb
Merge pull request #49 from PX4/pr-fixMagCovariance
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EKF: Fix magnetometer fusion and covariance handling
2016-02-18 10:22:36 +11:00
bugobliterator
2096e24c06
EKF: fix time of sample receive setting
2016-02-17 13:29:12 -08:00
Paul Riseborough
a679cdf1fb
EKF: Change parameter default to not fuse declination when aiding
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Ground and flight testing has shown declination drift to not be a problem with current tuning and realistic vehicle motion.
2016-02-17 17:22:02 +11:00
Paul Riseborough
abf9476853
EKF: miscellaneous formatting and typo updates
2016-02-16 11:08:30 +11:00
Paul Riseborough
ffe1d30864
EKF: Set covariances to zero for un-used states
2016-02-16 11:08:30 +11:00
Paul Riseborough
294aca8609
EKF: Improve variance limiting for stationary states
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Turn off the process noise if they grow too large and use the hard variance limit as a backup. This is numerically more stable than relying on a hard variance limit which does not deal with the covariances.
2016-02-16 11:08:30 +11:00
Paul Riseborough
1d40507af8
EKF: Set Kaman gains to zero for un-used states
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This is a defensive programming technique. In theory this should not be necessary if the corresponding covariance entries are zero.
2016-02-16 11:08:30 +11:00
Paul Riseborough
69b8982043
EKF: Initialise variances to zero for un-used states
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Setting these variances to zero makes it less likely that these states will be modified by fusion processing.
2016-02-16 11:08:30 +11:00
Paul Riseborough
d9bf4e9870
EKF: Enable control mode transitions to be detected
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Save the previous value of the filter control modes
2016-02-16 11:08:30 +11:00
Paul Riseborough
402206a305
EKF: Fix critical bug in fusion of yaw and declination observations
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This bug was in the derivation and resulted from use of a tan instead of an atan operator. The derivations have been reworked and the updated auto-code has been imported as part of this patch.
2016-02-16 11:08:30 +11:00
Paul Riseborough
7da40a45a4
EKF: Add control mode for wind state estimation
2016-02-16 11:08:30 +11:00
Paul Riseborough
de02aebafd
EKF: Reset covariance matrix when doing a yaw and magnetic field reset
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The correlation terms in the covariance matrix will be incorrect after a reset, so should be zeroed
2016-02-14 22:01:53 +01:00
Paul Riseborough
dba58aa4c6
EKF: Add control logic for fusion modes
2016-02-14 22:01:53 +01:00
Paul Riseborough
22c177c951
EKF: Re-align yaw and magnetic field states when changing into GPS aiding mode
2016-02-14 22:01:53 +01:00
Paul Riseborough
c089079321
EKF: Split tilt and yaw align
2016-02-14 22:01:53 +01:00
Paul Riseborough
020cc5978e
EKF: Move calculation of declination into a separate function
2016-02-14 22:01:53 +01:00
Paul Riseborough
aa58b3e98c
EKF: Split angular alignment into tilt and yaw and use yaw and magnetic field alignment function
2016-02-14 22:01:53 +01:00
Paul Riseborough
2bbe7f9a1c
EKF: Update magnetometer fusion to use declination from the specified source
2016-02-14 22:01:53 +01:00
Paul Riseborough
83945581ed
EKF: Add function to calculate the magnetic declination to use
2016-02-14 22:01:53 +01:00
Paul Riseborough
9017e077f8
EKF: Publish the magnetic declination we wish to save for next startup
2016-02-14 22:01:53 +01:00
Paul Riseborough
0308f2f796
EKF: Add parameters to control declination source and fusion type
2016-02-14 22:01:53 +01:00
Paul Riseborough
6140d4b21f
EKF: Add function to reset yaw and magnetic field states
2016-02-14 22:01:53 +01:00
Roman
ad978c642f
estimator interface:
...
added flag for in_air status of vehicle
2016-02-14 20:43:22 +01:00
Roman
ce0ddc0207
-added comments
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-removed unused print functions
-removed false _imu_time_last variable (correct is _time_last_imu)
2016-02-14 09:49:26 +01:00
Paul Riseborough
9d7340e187
EKF: Fix bugs in position and velocity resets
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The position reset was not being compensated for velocity and measurement delay
The height was being reset with the position. It has been moved into a separate reset function
The maximum accepted GPS delay of 100msec was inadequate
The states was being incorrectly reset to the GPS position and Baro height on initial alignment.
2016-02-14 09:49:26 +01:00
Paul Riseborough
da1de2cc4d
EKF: Correct for sensor noise and baro offset during alignment
2016-02-14 09:49:26 +01:00
CarlOlsson
1e766c7510
moved fuse function to ekf_helper.cpp
2016-02-12 15:54:32 +01:00
Paul Riseborough
fff2bd50f6
EKF: Fix bugs in position and velocity resets
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The position reset was not being compensated for velocity and measurement delay
The height was being reset with the position. It has been moved into a separate reset function
The maximum accepted GPS delay of 100msec was inadequate
The states was being incorrectly reset to the GPS position and Baro height on initial alignment.
2016-02-10 15:16:05 +11:00
Paul Riseborough
40e174b81c
EKF: Correct for sensor noise and baro offset during alignment
2016-02-10 10:25:27 +11:00
Paul Riseborough
5ea0ef39cd
EKF: Update declination fusion logic
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We do not need to run declination fusion if 3-axis mag fusion is not being used.
2016-02-09 07:54:24 +11:00
Paul Riseborough
47ab5ebcdd
EKF: Make PR comply with project convention for indenting
2016-02-08 15:12:38 +11:00
Paul Riseborough
cdc42c1de0
EKF: Add simple control logic for magnetic declination constraint
2016-02-08 14:18:43 +11:00
Paul Riseborough
dbb8e12948
EKF: Add fusion method to constrain declination when unobservable
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When fusing 3-axis magnetometer data without absolute external aiding leg GPS), the declination is ultimately unobservable and the declination of the field states and the vehicle heading will slowly drift over time. To prevent this we need to fuse in a declination to constraint the NE earth field estimates.
2016-02-08 14:18:43 +11:00
Paul Riseborough
9347afe250
EKF: Use unique variable name for mag heading fusion observation Jacobian
2016-02-08 14:18:43 +11:00
Paul Riseborough
6aeccf01ff
EKF: Add missing fusion health status messages
2016-02-08 14:18:43 +11:00
Paul Riseborough
2c8c6efb45
EKF: Eliminate use of power function to square numbers
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Use of the power function to square a number can be very inefficient depending on processor and compiler. Replace with an inlined function that multiplies the number by itself. This has not been put into the maths library because the use of the sq() function is peculiar to the autocode generated for the EKF and an inlined function was desired.
2016-02-08 11:11:59 +11:00
Paul Riseborough
3f81eb7d1b
EKF: fix formatting
2016-02-04 17:15:03 +11:00
Paul Riseborough
9bfc11b660
EKF: Use specific position observation noise when flying without GPS
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A larger position uncertainty is required when flying without GPS to reduce tilt attitude estimation errors caused by vehicle manoeuvring. This needs to be tuneable to allow optimisation for different use cases (e.g. outdoor vs indoor).
2016-02-03 18:40:32 +11:00
Paul Riseborough
7de1d39ce4
EKF: Improve use of position and velocity observation noise parameters
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Fix bug where noise parameters were not being squared when calculating the observation variance.
Use GPS reported speed accuracy to set velocity observation noise and use the parameter to set the minimum.
2016-02-03 18:15:38 +11:00
Paul Riseborough
2b1e8fe910
EKF: Update tuning parameters
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Set conservative defaults as a baseline for tuning
Add a missing parameter for magnetometer observation noise.
Correct error in definition of magnetic heading observations noise (previous parameter defined the variance directly, not the noise).
Scale vertical GPS noise to allow for average EPV to EPH ratio.
Update documentation and display names for consistency.
2016-02-03 17:05:45 +11:00
Lorenz Meier
b21a49b3f9
EKF: Use standard C++ initializers
2016-01-31 23:24:36 +01:00
Roman
b749a7557b
fixed typos
2016-01-31 21:36:58 +01:00
bugobliterator
d79e12dfa1
EKF: fix code style
2016-01-31 00:12:16 -08:00
bugobliterator
8200ef4d17
EKF: allocate and unallocate buffer more robustly
2016-01-31 00:12:16 -08:00
bugobliterator
c6249a2825
EKF: change estimator base class name to estimation interface
2016-01-31 00:12:07 -08:00
bugobliterator
3cafedd4c1
EKF: start storing samples only when ekf is initialised
2016-01-30 12:46:01 -08:00
bugobliterator
b062bd2e38
EKF: move estimator specific variables to estimator core
2016-01-30 12:45:23 -08:00
bugobliterator
287f5eb0c2
EKF: move all estimator specific types to common header
2016-01-30 12:44:19 -08:00
bugobliterator
b05e2d825c
EKF: move estimator specific initialisations to estimator core
2016-01-30 12:42:24 -08:00
Paul Riseborough
f1b82057c0
EKF: Combine GPS velocity innovation gate parameters
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Separate vertical and horizontal parameters for GPS velocity innovation gates are not required
2016-01-30 12:21:50 -08:00
Paul Riseborough
466a104534
EKF: additional GPS check logic
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Improve naming of NED origin initialisation status
Add check for GPS solution type
Use GPS checks when regaining GPs in-flight
2016-01-30 12:21:39 -08:00
bugobliterator
a779d45cd0
ekf2: fix bug causing faulty imu data storage
2016-01-29 23:56:24 -08:00
bugobliterator
92dc41e885
EKF: fix typo in function declaration
2016-01-29 20:05:07 -08:00
bugobliterator
3eea6cdcc5
EKF: use namespace for structure definitions
...
will be moved to a separate file in the future
2016-01-29 20:04:21 -08:00
bugobliterator
001d621eb1
EKF: move imu data processing code to estimator core
2016-01-29 20:03:25 -08:00
bugobliterator
251996d387
ekf: move gps checks to Ekf library from estimator_base
2016-01-29 17:15:18 -08:00
Paul Riseborough
46b0e9654c
Add filter control logic
2016-01-30 09:01:48 +11:00
Paul Riseborough
9236f11c80
EKF: Add position and velocity innovation consistency checks
2016-01-28 16:33:54 +11:00
Paul Riseborough
7713cc8c20
Merge pull request #17 from priseborough/pr-addMagErrHandling
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EKF: Add magnetometer fusion error handling
2016-01-28 13:43:57 +11:00
Lorenz Meier
f4b2c0eecf
Merge pull request #11 from mcharleb/PRIu64-fix
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Fixed printf of uint64_t
2016-01-28 01:01:10 +01:00
Paul Riseborough
802129f384
EKF: Add magnetometer fusion error handling
2016-01-28 09:53:55 +11:00
Paul Riseborough
39eef3a2d7
EKF: Remove use of camel case variable names
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Also fixes bug in GPS speed accuracy check that was using horizontal position accuracy variable by mistake.
2016-01-28 08:37:45 +11:00
Paul Riseborough
cc50d26601
EKF: Update comments
2016-01-28 08:13:38 +11:00
Paul Riseborough
4526cb9c4f
EKF: remove redundant variable
2016-01-28 07:50:45 +11:00
Paul Riseborough
6326433c47
EKF: Eliminate call to hrt_absolute_time()
...
This will make the library more portable
2016-01-27 19:04:31 +11:00
Paul Riseborough
94a6644684
Add comprehensive user selectable GPS checks
2016-01-25 13:07:57 +11:00
Roman
8d0022ab1e
enable estimator state and innovations data logging
2016-01-22 11:31:14 +01:00
Roman
86df68e404
added interface for parameters
2016-01-22 10:45:03 +01:00
nickolasrossi
dfbbd36ff7
fix buffer overflow in constrain of wind velocity
2016-01-19 18:25:22 -08:00
Mark Charlebois
79bf35c4b3
Fixed printf of uint64_t
...
Must use PRIu64 to prevent compiler errors.
Signed-off-by: Mark Charlebois <charlebm@gmail.com>
2016-01-18 22:19:10 -08:00
Roman
0b5c90574c
fix delta angle bias usage:
...
the delta angle bias was applied to imu data which was not coming in the same
time intervall as the filter was operating. Therefore, the delta angle bias
applied to new imu data had to be scaled correctly in order to match
the imu time interval.
2016-01-14 17:06:02 +01:00
Roman
2af5856361
initialise output height with baro
2016-01-08 06:59:10 +01:00
Roman
a41f75ffb1
use full mag fusion
2016-01-08 06:59:10 +01:00
Roman
f8354bb5e9
- do not fake vertical gps measurement as we have baro
...
- formatting
Conflicts:
EKF/ekf.cpp
2016-01-08 06:59:10 +01:00
Roman
2a88fc6cfd
initialise vertical position correctly
2016-01-08 06:42:22 +01:00
Roman
5aa5f7f8c3
use correct timestamp for measurements
2016-01-08 06:42:03 +01:00
Mark Charlebois
b8837b4dc6
Added hexagon support
...
std::to_string is not supported in the Hexagon complier
Signed-off-by: Mark Charlebois <charlebm@gmail.com>
2016-01-07 14:54:55 -08:00
Paul Riseborough
edfb7aefcc
EKF: Fix initial alignment errors
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Use the gravity vector to estimate the initial roll and pitch angle
Use the projection of the magnetic field measurement onto the earth axis horizontal plane to calculate the initial heading
2016-01-03 00:03:03 +11:00
Lorenz Meier
52cb9d02c7
EKF: Initialize all local structs and variables
2016-01-01 12:31:36 +01:00
Paul Riseborough
0cb210d045
EKF: Changes required to enter POSCTL mode
2016-01-01 11:56:38 +11:00
Lorenz Meier
eda69e727f
Do not print states by default
2015-12-24 13:48:22 +01:00
Roman
457a57c6ff
use simple heading fusion
2015-12-22 18:00:59 +01:00
Lorenz Meier
6b49e2495c
Fix field initializers
2015-12-22 17:25:08 +01:00
Lorenz Meier
8894786752
Estimator base: Fix printf formatting
2015-12-22 17:24:58 +01:00
Lorenz Meier
faf48242ed
EKF: Fix ringbuffer warnings
2015-12-22 17:24:43 +01:00
Roman
5e5d6f432a
added static gps mode and init mag state correctly
2015-12-22 11:22:17 +01:00
Roman
f153a7cb44
added ifdef guard
2015-12-19 09:40:32 +01:00
Roman Bapst
d233ca3990
added complementary filter for real time state estimation
2015-12-10 16:36:10 +01:00
Roman Bapst
67646a15b0
added full mag fusion
2015-12-10 09:07:00 +01:00
Roman
8de8b0eb76
prediction and vel pos heading fusion working
2015-12-09 17:47:52 +01:00
Roman
921df43d32
added tests for EKF ringbuffer
2015-12-07 22:41:11 +01:00
Roman
d90c8fd7c2
fixed bug in covariance prediction
2015-12-07 22:41:11 +01:00
Roman
cfc39bc2f9
implemented prediction of states and covariance matrix
2015-12-07 22:41:11 +01:00
Roman
b52e38eb9d
fix
2015-12-07 22:41:11 +01:00
Roman
cd5db8f494
enhance ringbuffer
2015-12-06 17:07:44 +01:00
Roman
b3491bcfc3
added file with ekf helper functions
2015-12-06 13:19:25 +01:00
Roman
859502753d
added file with covariance calculations
2015-12-06 13:10:49 +01:00
Roman Bapst
144aa9c461
added base class for data storage
2015-12-05 11:08:06 +01:00