System restore won't have any effect - if you've never noticed fan speeds changing during use, one of the fans is wearing out. You can easily check the PSU fan by taking a look at the back of the PC with the machine switched on. If you're confident taking a panel off the side of the machine, do so and check the CPU fan. Just don't touch anything. I don't mean to be patronising, just a friendly warning.