Results 11 to 20 of about 211,137 (291)

"[BFQ]Time gear" traffic flow prediction model with multiple factors integration[JP]

open access: yesJournal of Hebei University of Science and Technology, 2022
In order to improve the accuracy of traffic flow prediction,a time gear traffic flow prediction model (TGM) with multiple factors integration was proposed by combining the characteristics of urban road traffic.The model was divided into two modules for ...
Tianhe LAN   +3 more
doaj   +1 more source

Attention-based spatio-temporal graph convolutional network considering external factors for multi-step traffic flow prediction

open access: yesDigital Communications and Networks, 2022
Traffic flow prediction is an important part of the intelligent transportation system. Accurate multi-step traffic flow prediction plays an important role in improving the operational efficiency of the traffic network. Since traffic flow data has complex
Jihua Ye, Shengjun Xue, Aiwen Jiang
doaj   +1 more source

STA-GCN: Spatial-Temporal Self-Attention Graph Convolutional Networks for Traffic-Flow Prediction

open access: yesApplied Sciences, 2023
As an important component of intelligent transportation-management systems, accurate traffic-parameter prediction can help traffic-management departments to conduct effective traffic management.
Zhihong Chang   +2 more
doaj   +1 more source

Multi-Section Traffic Flow Prediction Based on MLR-LSTM Neural Network

open access: yesSensors, 2022
As the aggravation of road congestion leads to frequent traffic crashes, it is necessary to relieve traffic pressure through traffic flow prediction.
Ruizhe Shi, Lijing Du
doaj   +1 more source

Prediction model for short‐term traffic flow based on a K‐means‐gated recurrent unit combination

open access: yesIET Intelligent Transport Systems, 2022
Short‐term forecasting of traffic flow is an indispensable part of easing traffic pressure. Considering that different traffic flow patterns will affect the short‐term traffic flow prediction results, a combined method based on the K‐means clustering ...
Zhaoyun Sun   +4 more
doaj   +1 more source

A novel traffic optimization method using GRU based deep neural network for the IoV system [PDF]

open access: yesPeerJ Computer Science, 2023
At present, China is moving towards the direction of “Industry 4.0”. The development of the automobile industry, especially intelligent automobiles, is in full swing, which brings great convenience to people’s life and travel.
Wu Wen, Dongliang Xu, Yang Xia
doaj   +2 more sources

Apparatus and method for congestion control in high speed networks [PDF]

open access: yes, 2004
An adjustable bit rate (ABR) feedback control scheme is provided where the effects of multiloop delays and high priority traffic transmission are built into the control model. The data traffic is filtered by a low pass filter.
Li, San-Qi, Sigarto, Samuel
core   +1 more source

Unequal Interval Dynamic Traffic Flow Prediction with Singular Point Detection

open access: yesApplied Sciences, 2023
Analysis of traffic flow signals plays an important role in traffic prediction and management. As an intrinsic property, the singular point of a traffic flow signal labels a new nonsteady status.
Chang Guo, Demin Li, Xuemin Chen
doaj   +1 more source

Truck Traffic Flow Prediction Based on LSTM and GRU Methods With Sampled GPS Data

open access: yesIEEE Access, 2020
Given the enormous traffic issues, such as congestion and crashes, resulting from the conflicts between trucks and passenger cars, an accurate and reliable prediction of truck traffic flow is needed to enhance the traffic flow efficiency and safety in ...
Shengyou Wang   +4 more
doaj   +1 more source

Urban traffic flow prediction techniques: A review

open access: yesSustainable Computing: Informatics and Systems, 2022
In recent decades, the development of transport infrastructure has had a great development, although traffic problems continue to spread due to increase due to the increase in the population in urban areas that require the use of these means of transport.
Boris Medina-Salgado   +3 more
openaire   +1 more source

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