Train traffic control in merging stations: A data-driven approach

•The train operation control problem is modeled by graphs and solved from a data-driven perspective.•The model can analyze and exploit past realization data to provide decision support for traffic control.•The proposed control model is superior to other standard rules and methods.•The model has the advantage of explainability compared to existing traffic control models.