Accurate traffic flow prediction is highly important for relieving road congestion. Due to the
intricate spatial–temporal dependence of traffic flows, especially the hidden dynamic …

Accurate traffic flow prediction is of great practical significance to alleviate road congestion.
Existing methods ignore the hidden dynamic associations between road nodes, and for the …

Traffic flow forecasting is the foundation of the dynamic control and application of intelligent
transportation systems (ITS). It is also of significant practical value in alleviating road …

To improve the prediction accuracy of traffic flow under the influence of nearby time traffic
flow disturbance, a dynamic spatiotemporal graph attention network traffic flow prediction …

As urban traffic pollution continues to increase, there is an urgent need to build traffic
emission monitoring and forecasting system for the urban traffic construction. The traffic …

As an important component of intelligent transportation-management systems, accurate
traffic-parameter prediction can help traffic-management departments to conduct effective …

Accurate urban traffic prediction is a critical issue in Intelligent Transportation Systems (ITS).
It is challenging since urban traffic usually indicates high dynamic spatio-temporal …

Accurate traffic flow forecasting is crucial for urban traffic control and route planning. Aiming
at the difficulty in capturing dynamic spatio-temporal complexity of traffic flow, a dynamic …

Air pollution and carbon emissions caused by modern transportation are closely related to
global climate change. With the help of next-generation information technology such as …

Accurate and reliable traffic flow prediction is critical to the safe and stable deployment of
intelligent transportation systems. However, it is very challenging since the complex spatial …