Modelling driver behaviour towards innovative warning devices at railway level crossings

► We compare driver behaviour towards two novel warning devices at level crossings with two conventional warning devices. ► We use driving simulation experiment to collect driver responses data. ► We develop a binary choice model for predicting the probability of a driver stopping or driving through a crossing. ► We develop mixed regression models for predicting the driver reaction positions.