The advent of automated driving and mobility as a service brings the automotive industry to a new era. Moreover, connectivity plays a crucial role in enabling automated vehicles to navigate, as well as in regulating this newly established network of connected vehicles as efficiently and safely as possible. As a result, modern vehicles are equipped with Vehicle to Vehicle (V2V) and Vehicle to other systems (V2X) communication capabilities. Vehicles, traditionally considered as a monolithic system, now become part of an ecosystem of vehicles, infrastructure and mobility services that can be characterized as a System of Systems (SoS). This creates a need for safety methods that are applicable for analyzing SoS. In this paper, we investigate th...