I spent some time working at the console of my linux machine and not to long in I about went crazy with the beeping. I tab the wrong command, or backspace one too many times and BEEP! Anyways, below is a way I found that does not require a reboot. The below command sets the length of the beep or system bell to 0. So no beep.
setterm -blength 0