These are brain waves in the frequency band 8 - 13 Hz.
Alpha activity dominates the wave pattern of a relaxed, normal adult, especially if they lie comfortably with their eyes closed "without thinking about anything in particular".
The Alpha rhythm is especially prominent over the occipital lobes.