Check in Events Monitor in Application part of it .NET runtime messages - do you see something like this: ".NET Runtime version 2.0.50727.1433 - Fatal Execution Engine Error (000006427FAFDA07) (800703e9)"?
Do you have memory used up pretty well? Recently .NET patch appears to have introduced issue in .NET that causes it to kill app dead if .NET can't allocate some memory that is damn expects to be available. I get this happening on my server where I switched off swap file.

You might need to include some logging into your app - otherwise very hard to debug, even if it will include saving regularly time, at least it woud allow you to pin point when it failed and check out logs, maybe some particular GET requests are killing it.

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