We do not set any noise model for IMU.
The usual IMU they have several noise model.
I think following noise model is needed mainly.

1. Gussian Noise
2. Draft Noise
   This noise could be represented by using time scale.
3. Temperature Noise

If anyone have any other idea, it is very welcome to write them on here.