Noise issues often result from worn fan motors, loose internal components, dirty filters, or aging units. High humidity levels can also cause rattling or vibration as the unit works harder to dehumidify. Routine cleaning and part replacement usually solve the issue. Upgrading to newer PTAC models significantly reduces operational noise and improves guest comfort.