Platoon interactions and real-world traffic simulation and validation based on the LWRIM

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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Published in:PLoS ONE
Main Author: Ng K.M.; Reaz M.B.I.
Format: Article
Language:English
Published: Public Library of Science 2016
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84954064722&doi=10.1371%2fjournal.pone.0144798&partnerID=40&md5=5362931b63d185ae6bf681e2cbd1f55d
id 2-s2.0-84954064722
spelling 2-s2.0-84954064722
Ng K.M.; Reaz M.B.I.
Platoon interactions and real-world traffic simulation and validation based on the LWRIM
2016
PLoS ONE
11
1
10.1371/journal.pone.0144798
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84954064722&doi=10.1371%2fjournal.pone.0144798&partnerID=40&md5=5362931b63d185ae6bf681e2cbd1f55d
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. © 2016 Ng, Reaz.This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Public Library of Science
19326203
English
Article
All Open Access; Gold Open Access
author Ng K.M.; Reaz M.B.I.
spellingShingle Ng K.M.; Reaz M.B.I.
Platoon interactions and real-world traffic simulation and validation based on the LWRIM
author_facet Ng K.M.; Reaz M.B.I.
author_sort Ng K.M.; Reaz M.B.I.
title Platoon interactions and real-world traffic simulation and validation based on the LWRIM
title_short Platoon interactions and real-world traffic simulation and validation based on the LWRIM
title_full Platoon interactions and real-world traffic simulation and validation based on the LWRIM
title_fullStr Platoon interactions and real-world traffic simulation and validation based on the LWRIM
title_full_unstemmed Platoon interactions and real-world traffic simulation and validation based on the LWRIM
title_sort Platoon interactions and real-world traffic simulation and validation based on the LWRIM
publishDate 2016
container_title PLoS ONE
container_volume 11
container_issue 1
doi_str_mv 10.1371/journal.pone.0144798
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84954064722&doi=10.1371%2fjournal.pone.0144798&partnerID=40&md5=5362931b63d185ae6bf681e2cbd1f55d
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. © 2016 Ng, Reaz.This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
publisher Public Library of Science
issn 19326203
language English
format Article
accesstype All Open Access; Gold Open Access
record_format scopus
collection Scopus
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