To achieve a resilient society, the reliability of core engineering systems should be evaluated accurately. However, this remains challenging due to complexity and large scale real-world systems. Such can efficiently modelled by Bayesian network (BN), which formulates probability distribution through graph-based representation. On other hand, issue addressed matrix-based (MBN), allows for effic...