Multivariate machine learning-based prediction models of freeway traffic flow under non-recurrent events

Multivariate machine learning-based prediction models of freeway traffic flow under non-recurrent events

This paper concerns multivariate machine learning-based prediction models of freeway traffic flow under non-recurrent events. Five model architectures based on the multi-layer perceptron (MLP), convolutional neural network (CNN), long short-term memory (LSTM), CNN-LSTM and Autoencoder LSTM networks...

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Bibliographic Details
Main Authors: Fahad Aljuaydi, Benchawan Wiwatanapataphee, Yong Hong Wu
Format: Article
Language:English
Published: Elsevier 2023-02-01
Series:Alexandria Engineering Journal
Subjects:
Non-recurrent events
Traffic prediction
Multivariate model
Machine Learning
Online Access:http://www.sciencedirect.com/science/article/pii/S1110016822006640

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http://www.sciencedirect.com/science/article/pii/S1110016822006640

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