two conditional moments of univariate traffic flow series can be modeled as a SARIMA+GARCH structure, based on which an … smoothing; the local variation is processed using Kalman filter by constructing a state space model. Afterwards, GARCH model is … processed using Kalman filter based on the recognition that GARCH has an equivalent representation as ARMA in the sense of …