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Starting task in virtual server without starting remote desktop connection

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I am able to schedule tasks in Virtual server of Microsoft Server 2012 image in Dimension Data cloud. However, the scheduled tasks do not start unless I remote login to the server after start of Server. To better explain, consider the following two scenarios:

    Scenario 1:
        a. Schedule a task to start at 1:00 PM
        b. Start Virtual Machine at 12:30 PM
        c. Do no start remote desktop connection until 1:05 PM
        d. View remote desktop at 1:05 PM
    Result: Task has not started.

    Scenario 2:
        a. Schedule a task to start at 1:00 PM
        b. Start Virtual Machine at 12:30 PM
        c. Make a remote desktop connection at 12:45 PM and then close it at 12:50PM
        d. View remote desktop at 1:05 PM
    Result: Task has started.

Please let me know if this behavior is expected. If yes, please let me know how can I change settings in scenario 1 so that scheduled tasks start to execute even if I have not established a Remote Desktop connection after starting the server.

Why I need this to work?

I need to use virtual server for about 7 hours daily and I need to schedule tasks during those 7 hours. Now, when I am on the go for a few days, I can start and stop server using my mobile device. But I am yet to figure out how to establish remote desktop connection from my mobile after establishing a VPN connection. Hence, I need the scheduled tasks to work, even if no remote desktop connection is established after server is started.

    

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