Oren writes:

A few years ago I replaced all my detectors. Bought the unit where
there is no need to remove it from the ceiling for a battery change.
They have an access (door) to replace the battery. Some are
inter-connected to AC power and some are not.

Why do batteries die at 2:00 AM and start chirping ?

Scientifically? DAGS "Confirmation Bias"