Could the noise be from the HVAC system, maybe the fan? Try turning off the heater and see if the sound changes or stops. That might give you a clue if its tied to the heating system.
Check the area around the fan belt. There might be an issue with one of the pulleys. Also, pay attention to whether the AC compressor is engaging when you start the car.