Copula-based reliability analysis of degrading systems with dependent failures

•A flexible class of bivariate degradation process models are proposed.•The system reliability of a degrading system with dependent failures is analyzed.•The effects of environment stress variables are quantified.•A Hamiltonian Monte Carlo algorithm is applied to perform Bayesian inference.