It's most likely a faulty device or connection.
But just to be sure...
Have you tried disconnecting everything connected via USB (memory sticks, harddrives, mice, Wi-Fi/Ethernet dongles) and restarting the machine?
Is this a system you've just installed recently or an older system where...