Stationary MC distribution

If you can find a distribution in a Markov chain where then each of the following state distributions will be . Thus, once a Markov chain gets into state distribution , then it is a Stationary time series.

Formally the distribution must satisfy or So must be a (unit) eigenvector or eigen function with an eigenvalue of 1.