It seems that my problem is hardware related and not Factorio itself. I play too much Factorio to notice that it also happen in other games too.

Everything is already updated to the latest version. Factorio have never crashed like this before so I don't think that is it.

I really cannot provide more reasons for the crash or how to reproduce it because it seems to be happen at random. Sometime the game doesn't crash for a very long period of time. Sometime it crash after an hour.