I may try to answer... ;)
To make it simple without entering into all glory details.
- the pattern of all potential background noise is catalogued;
- the pattern of the signal is catalogued.
When something that does not correspond to any known background is seen, one checks whether it is also detected in the other detectors. If yes, we have a wave.