Loud noise sounds like a fan.
Remove side of computer and you should be able to find out which fan it is. Could be cpu,cpu or case fan.
Also try removing graphics card and reseat.
Check for dodgy memory. If you have more than one stick remove one and reboot if still the same remove original and replace it with other stick and reboot again.