Solution:

1. It could take a few minutes for drives to get mapped after booting, so wait 5 minutes and see if it is there.

2. Run gpupdate on the machine by starting up a command line and typing gpupdate at the blinking cursor( this will run group policy on the machine which should then map the drive)