Open the Energy Saver System Pref, uncheck the "Put the hard disks to sleep when possible" for 24 hours. See if it makes a difference.
Could be an issue spinning up sleeping disks. Is there anything else we should know ? ie. Is it the boot disk, or another internal disk ? Do you use the Software RAID ?
Have you run the volume through Disk Utility First Aid ?