Looking at the events that my laptop made this morning, I don't see a specific "System Startup" event.
What I do see, though, are a System Status event where my machine adjusted the system time (cause it was off, the OS clock needed to be adjusted by a few milliseconds) and an event for the LEM Agent coming on-line and connecting to the LEM. Maybe one of those would work for your needs?