The existing short-term traffic flow prediction models fail to provide precise prediction results
and consider the impact of different traffic conditions on the prediction results in an actual …

Short-term traffic flow prediction is one of the most important issues in the field of intelligent
transportation systems. It plays an important role in traffic information service and traffic …

Long short-term memory (LSTM) is becoming increasingly popular in the short-term flow. In
order to develop high-quality prediction models, it is worth investigating the LSTM potential …

As the aggravation of road congestion leads to frequent traffic crashes, it is necessary to
relieve traffic pressure through traffic flow prediction. As well, the traffic flow of the target road …

Short-term traffic flow prediction plays an important role in intelligent transportation system.
Numerous researchers have paid much attention to it in the past decades. However, the …

Short-term traffic flow prediction can provide a basis for traffic management and support for
travelers to make decisions. Accurate short-term traffic flow prediction also provides …

The real-time performance and accuracy of traffic flow prediction directly affect the efficiency
of traffic flow guidance systems, and traffic flow prediction is a hotspot in the field of …

The accurate prediction of real-time traffic flow is indispensable to intelligent transport
systems. However, the short-term prediction remains a thorny issue, due to the complexity …

Smart cities can effectively improve the quality of urban life. Intelligent Transportation System
(ITS) is an important part of smart cities. The accurate and real-time prediction of traffic flow …

With the acceleration of urbanization and the increase in the number of motor vehicles, more
and more social problems such as traffic congestion have emerged. Accordingly, efficient …