In the paper power plant operation is modelled using continuous time M
arkov chains with discrete state space. The model is used to compute t
he power plant reliability and the importance and influence of individ
ual states, as well as the transition probabilities between states. Fo
r comparison the model is fitted to data for coal and nuclear power pl
ants recorded over several years.