PSU. It doesn't have enough power to keep the system running. That would be my first idea.
Next idea would be a fan not properly mounted and a component slowly heating up, such as the CPU fan. SOmetimes the heat sink compound hardens and doesn't work anymore. Try Artic Silver - it is synthetic and will never harden.
-S
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