Mathematical Idea – Using Simulated Noise To Stay Independent?

For noise to stay independent. I wonder. Do physical networks need to simulate its own noise and not transform input noise? Could this be important for heat? Turbulence etc.

So the idea is that if the output is classified to become noise. Then it could be better to simulate noise than to transform incoming noise.

Otherwise the random noise from the output would be dependent on incoming random noise.