A direction guidance system is introduced to facilitate aircraft evacuation.
A metamodel-based optimization method is proposed to alleviate simulation burden.
The egress time can be greatly saved by the proposed direction guidance system.
The Boeing 767-300 and Boeing 747-400 are used as illustrative cases.