Univariate non negative Lévy processes are widely used for modeling accumulative deterioration in reliability engineering, and there is an on-going growing interest for their multivariate version. In this talk, we will consider some extensions of these multivariate L´evy processes known as additive processes, which can allow to overcome some limitation of Lévy processes for deterioration modeling, and can also be used as hazard rate process in a Bayesian fashion.