Try not to launch those "services" from physical console. Start them from RD
session. See it that helps.
So that is your solution. Make system autologon and always connect to it
using the same account. Do not logoff but always disconnect. If for some
reason user is logged off, you may need to restart remote PC (if login
again and restart that service does not work).