LeftHandPlane
Joined 5 years ago
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Joined 5 years ago
For example, in an IMU, the accelerometers may be noisy due to vibration from the aircraft or vehicle, and the magnetometer measurements which are not affected by vibration, can be used to stabilize the inclination estimates.
Kalman filters are extremely useful and enable applications not possible with just low pass filtering.
Also, you don't need to get the covariance matrix "exactly right", these are tuned in practice on actual measurement and can be used to speed up or slow down the state estimation or weighting of different measurements.