How to verify network disconnects from a Windows machine

EventViewer -> Application and Services -> Microsoft -> Windows -> Network Profile -> <right click> Operational -> Filter Current Log -> enter event ID 10001 -> click OK 

Here we should see all connect/disconnect events for the machine's interfaces.