It isn't the flaps per say.. its the changing airflow pattern as the flaps deploy which creates an acoustic 'signature', ie noise as differnet bits of airfrmae disturb the airflow etc etc.Onc eht eflpas are out the noise settles down.
You can hear it quite clearly from the ground as they turn finals to land at City.....