The progressive adoption of artificial intelligence and advanced communication technologies within railway control automation has brought up a huge potential in terms optimisation, learning adaptation, due to the so-called “self-x” capabilities; however, it also raised several dependability concerns lack measurable trust that is needed for certification purposes. In this paper, we provide visio...