Pedestrian behavioral dynamics, uncertainties and interactions are modeled and validated.

Pedestrian density is considered for route choice planning during evacuation.

Four key performance indicators (KPIs) are developed to measure the evacuation performance.

Two route planning strategies for evacuation in a metro station are presented and compared.

The developed approach is capable of identifying a more efficient route for evacuation at a crowded metro station.