That sound is usually the gyro in the standby instruments spooling down, so its ok to turn it all off.
If the aircraft is on Battery power alone the sound could be the IRS horn in the Nose wheel bay, stating the IRS are powered by DC power only.
For the latter, the IRS would have to be on still. My guess is the first suggestion and its the gyros spoiling down.