We present an overview of our most recent and ongoing research efforts to develop a comprehensive framework for simulation-based vehicle design validation. Specifically we present the three major building blocks of our framework, namely i) the investigation of existing and introduction of appropriate validation metrics for comparing the dynamic responses of vehicle systems that consist of multivariate functional data, ii) the selection and robust implementation of a Bayesian interval-based hypothesis ...