Borehole data are collected to verify the first-order Markovian property.
A new method is proposed to estimate the HTPM of coupled Markov chain.
The effectiveness of the proposed method for HTPM estimation is evaluated.
The sensitivity of the estimated HTPM to borehole layout scheme is analyzed.