If you want a "precise" simulation, then do not use any noise.
If you want a realistic simulation, then add some noise. The covariance pattern of the noise that is added to the sensor data will be the one you provide in input.
I'm sorry, I'm not sure I understood your question here...
Could you please explain more clearly what you are trying to achieve?