tier4 / CalibrationTools

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feat(deviation_estimator): use yaw stddev instead of max for stddev gyro #140

Closed kminoda closed 8 months ago

kminoda commented 8 months ago

Description

For IMU link standard deviation, we would like to use yaw standard deviation in base_link for all the three axes.

This is because the standard deviation estimation of x and y in base_link may not be accurate especially when the data contains a motion when the people are getting on/off the vehicle, which causes the vehicle to tilt in roll and pitch. In this case, we would like to use the standard deviation of yaw axis in base_link.

For instance, the original algorithm caused a very large standard deviation for stddevangular*, e.g. 0.9[rad/s], possible due to the tilting motion of the vehicle when the vehicle is stopped. With this PR, the estimated value is now around 0.006 [rad/s] for the same rosbag, which is closer to it's real standard deviation apparently from the plot.

Related links

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Tests performed

Tested on our calibration data.

Notes for reviewers

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codecov-commenter commented 8 months ago

Codecov Report

Attention: 1 lines in your changes are missing coverage. Please review.

Comparison is base (5035f8e) 0.95% compared to head (0df824c) 18.87%.

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Additional details and impacted files ```diff @@ Coverage Diff @@ ## tier4/universe #140 +/- ## =================================================== + Coverage 0.95% 18.87% +17.91% =================================================== Files 269 14 -255 Lines 20911 551 -20360 Branches 390 301 -89 =================================================== - Hits 200 104 -96 + Misses 20554 369 -20185 + Partials 157 78 -79 ``` | [Flag](https://app.codecov.io/gh/tier4/CalibrationTools/pull/140/flags?src=pr&el=flags&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4) | Coverage Δ | | |---|---|---| | [differential](https://app.codecov.io/gh/tier4/CalibrationTools/pull/140/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4) | `18.87% <0.00%> (?)` | | | [total](https://app.codecov.io/gh/tier4/CalibrationTools/pull/140/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4) | `?` | | Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4#carryforward-flags-in-the-pull-request-comment) to find out more. | [Files](https://app.codecov.io/gh/tier4/CalibrationTools/pull/140?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4) | Coverage Δ | | |---|---|---| | [...ls/deviation\_estimator/src/deviation\_estimator.cpp](https://app.codecov.io/gh/tier4/CalibrationTools/pull/140?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4#diff-bG9jYWxpemF0aW9uL2RldmlhdGlvbl9lc3RpbWF0aW9uX3Rvb2xzL2RldmlhdGlvbl9lc3RpbWF0b3Ivc3JjL2RldmlhdGlvbl9lc3RpbWF0b3IuY3Bw) | `7.52% <0.00%> (+0.11%)` | :arrow_up: | ... and [255 files with indirect coverage changes](https://app.codecov.io/gh/tier4/CalibrationTools/pull/140/indirect-changes?src=pr&el=tree-more&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=tier4)

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