Railway timetabling with integrated passenger distribution

•We propose a novel timetabling approach with integrated passenger distribution model.•Two MILPs: one integrates a linear distribution, the other simulates the distribution.•We compare our models in experiments to state-of-the-art timetabling methods.•We show the effect of multiple/single route and integrated/predetermined routing.•Integrating a passenger distribution model can help to find better timetables.