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How can I monitor Windows RDP Service that hangs in a 'running' status.

Hello,

     I am having some problems monitoring an RDP Service on 2012r2 Server. The service never actually changes status and the server remains listening on 3389 so I'm not sure how monitor this. The problem happens every 3 or 4 weeks and i cannot replicate the issue on demand so it is hard to test to see if the monitor or alert will actually fire.