Recently, to account for low-frequency market dynamics, several volatility models, employing high-frequency financial data, have been developed. However, in markets, we often observe that processes depend on economic states, so they a state heterogeneous structure. In this paper, study dynamics based introduce novel model continuous Ito diffusion process whose intraday instantaneous evolves dep...