In some situations the time periods when noise will be an issue are easy to identify. Instead of subtracting or filtering the noise you use a comparator to simply shut down the noisy signal until the SNR improves.
This basic approach is possible analogue as well as digital. What is the name of this method or some key words to get started?
Bret Cahill