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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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 |
_version_ |
1809678160842719232 |