If the noise is coming from the front of your car, in the engine bay, it is likely that your belt tensioner is the culprit.

If you are saying that when you turn off the ignition the sound continues to emit from underneath the car, in the rear, you may
have a leak in your SLS system (?); do you notice any fluids on the ground, underneath the vehicle (in the front or rear)?