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   Articles with "flow prediction" as a keyword



A Deep Ensemble Approach for Long-Term Traffic Flow Prediction

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recommendations! Published in 2024 at "Arabian Journal for Science and Engineering"

DOI: 10.1007/s13369-023-08672-1

Abstract: In the last 50 years, with the growth of cities and increase in the number of vehicles and mobility, traffic has become troublesome. As a result, traffic flow prediction started to attract attention as an… read more here.

Keywords: term; traffic flow; prediction; traffic ... See more keywords
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Traffic flow prediction over muti-sensor data correlation with graph convolution network

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recommendations! Published in 2021 at "Neurocomputing"

DOI: 10.1016/j.neucom.2020.11.032

Abstract: Abstract Accurate and real-time traffic flow prediction plays an important role in improving the traffic planning capability of intelligent traffic systems. However, traffic flow prediction is a very challenging problem because the spatial-temporal correlation among… read more here.

Keywords: traffic; traffic flow; correlation; flow prediction ... See more keywords

Traffic flow prediction based on combination of support vector machine and data denoising schemes

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recommendations! Published in 2019 at "Physica A: Statistical Mechanics and its Applications"

DOI: 10.1016/j.physa.2019.03.007

Abstract: Abstract Traffic flow prediction with high accuracy is definitely considered as one of most important parts in the Intelligent Transportation Systems. As interfering by some external factors, the raw traffic flow data containing noise may… read more here.

Keywords: prediction performance; prediction; traffic; flow prediction ... See more keywords

Cash flow prediction optimization using dynamic programming for a residential photovoltaic system with storage battery

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recommendations! Published in 2019 at "Solar Energy"

DOI: 10.1016/j.solener.2019.04.039

Abstract: Abstract This work presents a method and an algorithm for the management of the storage battery for a residential PV system. The method is intended to minimize the electricity bill with two different strategies: the… read more here.

Keywords: storage battery; battery; storage; cash flow ... See more keywords

Flow prediction in sound-based uroflowmetry

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recommendations! Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-024-84978-w

Abstract: Sound-based uroflowmetry (SU) offers a non-invasive alternative to traditional uroflowmetry (UF) for evaluating lower urinary tract dysfunctions, enabling home-based testing and reducing the need for clinic visits. This study compares SU and UF in estimating… read more here.

Keywords: based uroflowmetry; flow; uroflowmetry; flow prediction ... See more keywords

Traffic Flow Prediction Model Based on Transformer and Dynamic Graph Convolutional Networks

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recommendations! Published in 2025 at "IET Intelligent Transport Systems"

DOI: 10.1049/itr2.70111

Abstract: Traffic congestion is a major challenge in urban life, and traffic flow prediction, as a critical task in intelligent transportation management, can effectively alleviate congestion and enhance traffic control efficiency. Although deep learning models have… read more here.

Keywords: graph convolutional; traffic flow; prediction; dynamic graph ... See more keywords
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Exploration and prediction of fluid dynamical systems using auto-encoder technology

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recommendations! Published in 2020 at "Physics of Fluids"

DOI: 10.1063/5.0012906

Abstract: Machine-learning (ML) algorithms offer a new path for investigating high-dimensional, nonlinear problems, such as flow-dynamical systems. The development of ML methods, associated with the abundance of data and combined with fluid-dynamics knowledge, offers a unique… read more here.

Keywords: auto; neural networks; exploration prediction; dynamical systems ... See more keywords

A matrix factorization model with local and global consistency for flow prediction in bike-sharing systems

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recommendations! Published in 2022 at "International Journal of Geographical Information Science"

DOI: 10.1080/13658816.2022.2103142

Abstract: Abstract With the increasing concerns about the environmental impact of motor vehicles, more cities are investing in Bike-Sharing Systems (BSSs) as an alternative mode of transport for their citizens. In such systems, predicting the fine-grained… read more here.

Keywords: bike sharing; flow prediction; sharing systems; flow ... See more keywords

Urban traffic flow prediction: a dynamic temporal graph network considering missing values

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recommendations! Published in 2022 at "International Journal of Geographical Information Science"

DOI: 10.1080/13658816.2022.2146120

Abstract: Abstract Accurate traffic flow prediction on the urban road network is an indispensable function of Intelligent Transportation Systems (ITS), which is of great significance for urban traffic planning. However, the current traffic flow prediction methods… read more here.

Keywords: flow prediction; traffic; missing values; traffic flow ... See more keywords

Traffic flow prediction for highway vehicle detectors through decomposition and machine learning

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recommendations! Published in 2024 at "Transportation Letters"

DOI: 10.1080/19427867.2024.2339631

Abstract: ABSTRACT Traffic flow prediction is of significant importance in traffic planning. Currently, traffic flow data are primarily collected through loop detectors. However, factors such as road conditions can affect the accuracy of these data. To… read more here.

Keywords: traffic flow; decomposition; traffic; flow prediction ... See more keywords

Improved flow prediction of non-ideal sonic nozzles by CFD-based surrogate modelling

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recommendations! Published in 2025 at "Engineering Applications of Computational Fluid Mechanics"

DOI: 10.1080/19942060.2025.2499131

Abstract: The use of sonic nozzles as a high-precision standard for gas flow measurements in various engineering and metrological applications is well-established. Due to tolerances during manufacturing, the local curvature radius near the nozzle throat often… read more here.

Keywords: surrogate model; model; sonic nozzles; flow prediction ... See more keywords