Application of the Chauvenet test to detection of overliers in observations, connected in homogeneous Markov chain

Let $x_1,\dots,x_n$ be random values, connected in homogeneous Markov chain. Asymptotic behavior of the distribution of random value $N$: number of overliers is investigated for unknown parameters $a$ and $\rho$.