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I am using the Matlab AHRS filter fusion algorithm with an InvenSense ICM-20948 to determine object orientation. I seem to be obtaining reasonable results however I am getting what appears to be substantial yaw/heading drift (please see attached plot).enter image description here

The Matlab AHRS filter fusion algorithm requires the following hardware/scenario specific parameters to be set (which I think is where my problem is stemming from):

  • Accelerometer noise - variance of accelerometer signal noise $(\frac{m}{s^2})^2$
  • Magnetometer noise - variance of magnetometer signal noise $T^2$

  • Gyroscope noise - variance of gyroscope signal noise $(\frac{rad}{s})^2$

  • Gyroscope drift noise - variance of gyroscope offset drift $(\frac{rad}{s})^2$

  • Linear acceleration noise - variance of linear acceleration noise
    $(\frac{m}{s^2})^2$

  • Linear acceleration decay factor (this appears to be dependent on the application/movement velocity)

  • Magnetic disturbance noise - variance of magnetic disturbance noise $T^2$

  • Magnetic disturbance decay factor - decay factor for magnetic disturbance

  • Expected magnetic field strength (I understand this as being location dependant)

  • Initial process noise - covariance matrix for process noise

(https://au.mathworks.com/help/fusion/ref/ahrsfilter-system-object.html)

I have calibrated my magnetometer to account for hard/soft iron effects. Additionally, I have found and am now using what I believe to be appropriate values for the Accelerometer noise and Gyroscope noise from the ICM-20948 data sheet.

Does anyone know where I may be going wrong or how I may obtain/set/measure any more of the above parameters to perhaps reduce this drift?

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You haven't provided any sample data or your implementation, etc., so it's hard to say for sure, but I would imagine that the signal coming in on your magnetometer is small enough that it's insufficient to set the angle. If your magnetometer readings went to zero, you would effectively have no magnetometer and you would get the same drift you're seeing.

How are you scaling your readings?

You said the magnetometer noise should be in units of $T$, but the Matlab documentation says otherwise:

Matlab documentation for AHRS FUSE

What units are you passing to the filter? $T$ or $\mu T$? Per the documentation, it should be $\mu T$. The expected local strength should also be $\mu T$.

Input units

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  • $\begingroup$ thank you for your time in responding to my question (apologies for the delay in reply however I was not notified of your response). That was my mistake in the initial post as I was unsure on how to add the mu character, but yes you are correct - and yes I am setting the units in micro-teslas. I have since found out that as I am using multiple IMUs I am required to perform an individual magnetic calibration for each sensor (as opposed to calibrating one sensor in a given space and using that calibration for each sensor). I am now producing better results. I am still however unsure on how... $\endgroup$ – Ben Jun 19 at 23:58
  • $\begingroup$ ...further refine my orientation estimation by measuring the parameters GyroscopeDriftNoise and LinearAccelerationNoise from an extended sample set of static data (say 4hrs). I am exploring the use of the Allan Deviation but am unsure if that is what I am after? $\endgroup$ – Ben Jun 19 at 23:58

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