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Detect a hung server, nonresponding state

Hello all,

     Looking for recommendation on how/what to monitor on Windows servers that they are in a healthy active state.  Last month after our Microsoft security patch weekend, we have a few servers that were in a hung/nonresponding state.  None of our SW alerts caught it because the servers replied to a ping and even responded to a RDP request.  TIA.