The road traffic early warning system plays a crucial role in modern traffic management, mainly reflected in the following aspects: Enhancing Safety: The early warning system can timely notify drivers of potential dangers such as traffic congestion, accidents, and severe weather conditions, thereby reducing the likelihood of accidents. Optimizing Traffic Flow: Through real-time data analysis [...]