Do the speakers have a power plug that's plugs into the wall? If so, it's probably the built in amplifier for the speakers failing after warming up. Pretty common on amplifiers (specially used, absued, older, and cheap equipment).
Try them in another computer, if you have the same problem the speakers are probably bad