Almost certainly a cooling fan giving up.
Not everyone would agree, but I would take the side panel off and have a small roll of paper handy.
Boot up and wait for the noise to start.
when it does, poke the spill of paper gently into each fan in turn so that you stop it or at least slow it down.
As soon as you find the particular fan, put the side back on and start looking for a replacement.