Results 1 to 10 of about 5,973,519 (241)

Prediction and modeling of traffic flow of human-driven vehicles at a signalized road intersection using artificial neural network model: A South African road transportation system scenario

Transportation Engineering, 2021
In recent years, an increasing number of models and algorithms based on time series prediction and machine learning have been applied to traffic flow prediction, with good results achieved.
Isaac Oyeyemi Olayode, Lagouge Kwanda Tartibu, Modestus Okechukwu Okwu   +2 more
doaj   +3 more sources

Short-Term Traffic Flow Forecasting via Multi-Regime Modeling and Ensemble Learning

Applied Sciences, 2020
Short-term traffic flow forecasting is crucial for proactive traffic management and control. One key issue associated with the task is how to properly define and capture the temporal patterns of traffic flow.
Zhenbo Lu, Jingxin Xia, Man Wang, Qinghui Nie, Jishun Ou   +4 more
doaj   +3 more sources

Memory-Augmented Spatio-Temporal Transformer for Robust Traffic Flow Forecasting [PDF]

Biomimetics
Accurate traffic flow prediction plays a critical role in intelligent transportation systems, supporting traffic management, congestion mitigation, and efficient utilization of road resources.
Puqing Hu, Chunjiang Wu, Chen Wang, Xin Yang, Zhibin Li, Tinghui Chen, Shijie Zhou   +6 more
doaj   +2 more sources

Research on simulation and optimization of road traffic flow based on Anylogic [PDF]

E3S Web of Conferences, 2022
With the development of urban roads and the growth of traffic flow, large-scale congestion often occurs. The long time-consuming urban road traffic makes drivers very annoying.
Liu Yang, Song Yunxue
doaj   +1 more source

Simulation model of traffic flow based on agent-based modeling

Heritage and Sustainable Development, 2022
The work is devoted to traffic flow simulation using agent-based modeling using distributed computing. The role of modeling traffic flows in the modern world is considered. The types of traffic flow modeling are considered.
Mikhail Gorodnichev
doaj   +1 more source

Continuum modeling of freeway traffic flows: State-of-the-art, challenges and future directions in the era of connected and automated vehicles

Communications in Transportation Research, 2023
Connected and automated vehicles (CAVs) are expected to reshape traffic flow dynamics and present new challenges and opportunities for traffic flow modeling.
Saeed Mohammadian, Zuduo Zheng, Md. Mazharul Haque, Ashish Bhaskar   +3 more
doaj   +1 more source

Short Term Traffic Flow Forecasting Based on Dimension Weighted Residual LSTM [PDF]

Jisuanji gongcheng, 2019
Due to the fact that the current neural network-based traffic flow forecasting method embeds part of the manually designed features,the feature extracted by the network has single function,bad adaptability,poor robustness and inaccurate characterization ...
Yuelong LI, Dehua TANG, Guiyuan JIANG, Zhitao XIAO, Lei GENG, Fang ZHANG, Jun WU
doaj   +1 more source

Developing a New Spatial Unit for Macroscopic Safety Evaluation Based on Traffic Density Homogeneity

Journal of Advanced Transportation, 2020
Macrolevel crash modeling has been extensively applied to investigate the safety effects of demographic, socioeconomic, and land use factors, in order to add safety knowledge into traffic planning and policy-making.
Chen Wang, Lin Liu, Chengcheng Xu
doaj   +1 more source

Traffic flow sensitivity to visco-elasticity

Theoretical and Applied Mechanics Letters, 2016
This letter reports traffic flow sensitivity to visco-elasticity, with the traffic flow modeling briefly described at first and then used to do traffic flow simulations whose results can reflect the properties of spatial–temporal evolution of ring ...
M.N. Smirnova, A.I. Bogdanova, Zuojin Zhu, N.N. Smirnov   +3 more
doaj   +1 more source

Modeling Traffic Flows with Fluid Flow Model

International Journal of Informatics, Information System and Computer Engineering, 2020
This Research presents a macroscopic model of traffic flow as the basis for making Intelligent Transportation System (ITS). The data used for modeling is The number of passing vehicles per three minutes.
Paulus Setiawan Suryadjaja, Maclaurin Hutagalung, Herman Yoseph Sutarto   +2 more
doaj   +1 more source