That noise is usually the ABS pump, it sounds a bit like what you're describing. After starting the car, putting it in reverse or drive, and staying off the brake for at least 2 seconds, it should make the noise for about 1 second. That's just a test. Try that and see if its the same noise. If it is, it should only test, and get used when you're applying the brakes and a wheel locks up.