Kinect for windows sensor does not start when using remote WMI

Scenario:
I have written a software (lets call it kinectRecorder.exe) that uses "kinect for windows sensor" to record images. The machine that connects to the kinect sensor has windows 8.1 and kinect v2 installed. The software is able to successfully records
images from kinect sensor when running locally. (meaning if I hit f5 from vs2013, frames are recorded to local disk)
Due to resource constraint and other requirement, I have to remotely kickoff kinectRecorder.exe on the windows 8.1 machine from a windows 7 machine. on the windows 7 machine, I remotely kick off the kinectRecorder.exe using windows WMI infrastructure. 
The credential used for windows 8.1 machine and windows 7 machine are the same under same windows domain. the credential used to authenticate in wmi is also the same, I can see the user name running kinectRecorder.exe after kinectrecorder.exe is started
remotely. 
Problem:
The result is that kinectRecorder.exe starts ok, but after the kinectsensor.open call, isavailable property changed to false, meaning sensor not detected. 
Question:
What's stopping kinect sensor to be detected/opened (i'm not sure what the correct jargon is here)?
I have been search the web, In msdn documentation (known issues),  I cannot find the problem being mentioned. I wonder if I'm the only person who has encountered this issue before. 
Any pointer is hugely appreciated. 

Kinect is not supported within the context of a service because of the underlying need for a user session, see
https://social.msdn.microsoft.com/Forums/en-US/72cecf8b-ac64-47e2-b54b-ddbd1dc237c9/calling-kinect-sdk-apis-from-a-windows-service-is-not-possiblesupported?forum=kinectv2sdk
Can determine that the system has at least one logged in user and can you launch the application within that users session? KinectMontior/KinectService must be running for the runtime to get any data from the sensor. If you use Remote
Desktop to log into that user session, you can confirm this works by running any of the samples and they should work without issue(remember to ensure that your audio remoting is left on the server, see troubleshooting guide
https://social.msdn.microsoft.com/Forums/en-US/20dbadae-dcee-406a-b66f-a182d76cea3b/troubleshooting-and-common-issues-guide?forum=kinectv2sdk).
Carmine Sirignano - MSFT

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