If your Windows computer is making notification sounds when sleeping, restart it and see if it helps. At times, the issue is nothing but a glitch that can be resolved by rebooting. In case the issue ...
While your monitor or tower can come with its own sound, it's always better to have a device built and dedicated to audio.