In the scope of the ROMEO project, an innovative approach is built in order to calculate automated values for diagnosis and prognosis. The physical approach to encapsule calculations into modules has been followed by two of the partners, feeding into a combination of Machine & Deep learning that would complete the assessment. This is an unique approach, of cost-effective techniques, that enable further stochastic studies (made probabilistic or risk-based diagnosis and prognosis) and easy to be implemented into service.