I have discovered the problem. I had all the BIOS settings correct for wake on LAN to work, but there is a deep sleep setting in Power management in BIOS that needs to be disabled. With this feature enabled your NIC card is not active and will not see any WOL signals.
Although, when i go to the advanced menu and just issue the Wake command. The computer will wake up and go through the FOG PXE boot menu, but doesn’t boot from the SSD that these machines have. Could this be a kernel issue?