Thanks for all the idea! I will follow the plan of getting the twins to sleep early than their usual bed time at home and wake them up at around 11pm to go to the airport. That way they at least get 4 hours of sleep in before a long trip.

I think even I take the twins to the airport early, they probably will not sleep in their stroller because they will be too busy looking around.