I cant see any real problem you might run into.
Sure you can boot up without screen, not so sure if you can always control it nicely without the visual feedback, locks up, delay and so on. Try it indoors and see how it goes.
The other thing is mounting the desktop securely since they are heavy, Im sure you can manage that. Put some thick rubber gromets through the bolts, thats should help reduce the shocks