I. Introduction
Traffic control and route guidance system are the core of intelligent transportation system (ITS). And how to predict short-term traffic volume by real-time and accuracy is very important to the ITS [1]–[3]. That is, how to use the historical and real-time traffic data effectively to forecast situation within a few minutes. Generally speaking, cycle predicting period of the short-term traffic volume are not more than 15 minutes.