I. Introduction
The research on traffic flow prediction in intelligent transportation systems (ITS) has been ongoing for a long time. The main problem is to accurately predict the future traffic flow state based on historical traffic flow data. However, the complex temporal and spatial correlations in traffic data make the problem particularly challenging.