One period of a heart sound cycle consists of four components, namely S1, systole, S2 and diastole, as shown in Figure
4. So, in modelling the heart sound signal with HMMs, a four-state left-to-right HMM is first adopted. Each state in Figure 4 can be considered as each sound component since the signal characteristics in the state can be viewed to be homogeneous