Electronic – What makes noise heteroscedastic

antennanoise

I work in the field of spectroscopy, for instance NMR and FT-IR. For both of these instruments, the advice is to process the data to compensate for heteroscedasticity — noise that increases as the signal increases. Let's focus on NMR: the receiver in NMR is a small (~5 mm diameter) solenoid-like winding of wire that acts as an antenna to pick up the signal from the decaying nuclear spins. The response in the antenna is captured by an ADC. The whole experiment occurs in a strong and ideally homogeneous magnetic field.

I'm wondering, in general, how do we know in this situation that the noise will increase when the signal increases? It might be helpful to have a counter example of some instrument where the noise is constant regardless of the signal size (homoscedastic noise). I know very little about EE, so I'm hoping for a fairly simple explanation. If the answer is something along the lines of "in the real world things are always heteroscedastic" perhaps someone could include some of the factors that contribute to the noise.

Best Answer

I am not familiar with the use of the term heteroscedastic , but we are aware of many sources of noise that increase such as thermal noise increases with temperature and Partial Discharge Noise increases with voltage getting closer to the breakdown voltage. We also know that Zener diode noise increases with current.