As a special case, suppose we have a machine which can be in two states, working or non-working. Let the probability of its transition from working to non-working be a, of its transition from non-working to working be b, then the transition probability matrix A is obtained from the following formula, where the first column and row denote working and the second, non-working.

The eight vector corresponding to the unit eigenvalue is b/(a+b), a/(a+b) and as such ultimately the probability of the machines being found in working order is b/(a+b ) and the probability of its being found in a non-working state is a/(a+b).