In the networked control system (NCS) with the discrete-time hidden Markov model (DTHMM), K-means clustering is proposed in this paper to quantize the controller-to-actuator (C-A) delays and to obtain the discrete observations for estimating the DTHMM parameters. The prediction of the curren