Hello and welcome.....
I am looking into this for you...
So far I found 5 reasons of what MAYBE the issue:
1: the bios can be malfunctioning (a bios reset or flash can give a solution)
2: the cpu can be malfunctioning (this requires a new cpu)
3: the cpu socket can be failing (this requires a new mb)
4: the problem can be with bad usb sockets
5: even a bad uplink to a usb hub can cause this error to appear.
Unplug ALL external hardware not required to boot the computer...
Such items as external hard drive,printers,scanners,router,hub,etc.
Now if your using a wireless keyboard n mouse swop to a PS/2 wired keyboard and mouse....
DO NOT use a USB keyboard and mouse...
Unplug the computer from power outlet.
Open up the computer and and touch the power supply for a few seconds to eliminate static,then carefully clean internals with a soft natural bristle brush,NOT manmade fibers..
Or use a can of compressed air that is bought especialy for computers,make sure all fans are clean.
Check all wires,cables are correctly and fully connected.
Now turn the computer back on with side panel still off,are all fans spinning?
Is the computer now booting correctly?
Using a wired keyboard and mouse are you able to enter BIOS and turn off Boot to USB devices?
Save and exit now can you logon to windows?
Are you sure the boot order in BIOS is set correctly?
Set to HDD as first,CD/DVD rom then all other drives thereafter.
If you are using a USB uplink with your monitor unplug it and use a diffrent USB port or if you have front panel USB plug into one of them....
This is what I have come up with so far.....But it appears your USB maybe the issue,I am unsure of this yet....