If you can afford to spend a bit of money on the problem, it's possible to use something like PiKVM or KVM-over-IP to just leave a stack of client laptops or mini-PCs out of the way somewhere and connect to them remotely in a reliable way, so you can reset the machine if the remote desktop software fails.