The sound is probably from the base, where all the hardware is. Including the speaker (buzzer).
One beep is normal...
You could disbale it by going into the BIOS when your computer starts...Press Delete a few times to enter the BIOS.
Look for "internal Speaker" (something like that) and disable it.