On the Boeing products the flaps are driven by a hydraulic motor below the cabin floor. The motor drives the flaps through a screw jack system and is quite noisy.
On the 146 it is a different problem as the noise is caused by aerodynamics, namely the airflow between the flap and the side of the fuselage. We always made an announcement to warn the pax of the impending howl prior to operating the flaps.