A trend among industrial companies is to change business strategies from hardware-oriented to more service-oriented solutions, e.g. functional product business models. Functional products are typically constituted by hardware together with a service support system. For functional product businesses, availability is one critical property upon which the customer and provider must agree. Hence, during functional product development and operation, it is important to enable simulations of functional product availability, which is a function of reliability and maintainability. To more rapidly converge on optimal solutions, simulation-driven design strategies have further been proposed by several researchers. In these strategies, the simulations a...