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Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM

Platoon based traffic flow models form the underlying theoretical framework in traffic simulation tools. They are essentially important in facilitating efficient performance calculation and evaluation in urban traffic networks. For this purpose, a new platoon-based macroscopic model called the LWR-I...

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Detalles Bibliográficos
Autores principales: Ng, Kok Mun, Reaz, Mamun Bin Ibne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4701377/
https://www.ncbi.nlm.nih.gov/pubmed/26731745
http://dx.doi.org/10.1371/journal.pone.0144798
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author Ng, Kok Mun
Reaz, Mamun Bin Ibne
author_facet Ng, Kok Mun
Reaz, Mamun Bin Ibne
author_sort Ng, Kok Mun
collection PubMed
description Platoon based traffic flow models form the underlying theoretical framework in traffic simulation tools. They are essentially important in facilitating efficient performance calculation and evaluation in urban traffic networks. For this purpose, a new platoon-based macroscopic model called the LWR-IM has been developed in [1]. Preliminary analytical validation conducted previously has proven the feasibility of the model. In this paper, the LWR-IM is further enhanced with algorithms that describe platoon interactions in urban arterials. The LWR-IM and the proposed platoon interaction algorithms are implemented in the real-world class I and class II urban arterials. Another purpose of the work is to perform quantitative validation to investigate the validity and ability of the LWR-IM and its underlying algorithms to describe platoon interactions and simulate performance indices that closely resemble the real traffic situations. The quantitative validation of the LWR-IM is achieved by performing a two-sampled t-test on queues simulated by the LWR-IM and real queues observed at these real-world locations. The results reveal insignificant differences of simulated queues with real queues where the p-values produced concluded that the null hypothesis cannot be rejected. Thus, the quantitative validation further proved the validity of the LWR-IM and the embedded platoon interactions algorithm for the intended purpose.
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spelling pubmed-47013772016-01-15 Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM Ng, Kok Mun Reaz, Mamun Bin Ibne PLoS One Research Article Platoon based traffic flow models form the underlying theoretical framework in traffic simulation tools. They are essentially important in facilitating efficient performance calculation and evaluation in urban traffic networks. For this purpose, a new platoon-based macroscopic model called the LWR-IM has been developed in [1]. Preliminary analytical validation conducted previously has proven the feasibility of the model. In this paper, the LWR-IM is further enhanced with algorithms that describe platoon interactions in urban arterials. The LWR-IM and the proposed platoon interaction algorithms are implemented in the real-world class I and class II urban arterials. Another purpose of the work is to perform quantitative validation to investigate the validity and ability of the LWR-IM and its underlying algorithms to describe platoon interactions and simulate performance indices that closely resemble the real traffic situations. The quantitative validation of the LWR-IM is achieved by performing a two-sampled t-test on queues simulated by the LWR-IM and real queues observed at these real-world locations. The results reveal insignificant differences of simulated queues with real queues where the p-values produced concluded that the null hypothesis cannot be rejected. Thus, the quantitative validation further proved the validity of the LWR-IM and the embedded platoon interactions algorithm for the intended purpose. Public Library of Science 2016-01-05 /pmc/articles/PMC4701377/ /pubmed/26731745 http://dx.doi.org/10.1371/journal.pone.0144798 Text en © 2016 Ng, Reaz http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited
spellingShingle Research Article
Ng, Kok Mun
Reaz, Mamun Bin Ibne
Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM
title Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM
title_full Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM
title_fullStr Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM
title_full_unstemmed Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM
title_short Platoon Interactions and Real-World Traffic Simulation and Validation Based on the LWR-IM
title_sort platoon interactions and real-world traffic simulation and validation based on the lwr-im
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4701377/
https://www.ncbi.nlm.nih.gov/pubmed/26731745
http://dx.doi.org/10.1371/journal.pone.0144798
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