I don't know of a formal way to do that. I typically try multiple levels of noise, to understand the role of noise in multi-robot coordination. The questions could be two, mainly:
- Is noise necessary? Sometimes it is, because it allows one to break symmetries
- How much noise is too much? It is often useful to check which level of noise breaks a certain algorithm, to test for robustness
I made ARGoS.