CPU/Mobo What's this very loud noise?

After turning on my computer, there's a very loud noise. I took a video of it:


My computer works just fine, and the loud noise automatically disappears after 5 minutes.

But it's really annoying because it usually reappears again at random intervals.

Is it the CPU fan, GPU fan or something else?

Should I be worried?
 
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