Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution

A mixed traffic flow feature is presented on urban arterials in China due to a large amount of buses. Based on field data, a macroscopic mixed platoon flow dispersion model (MPFDM) was proposed to simulate the platoon dispersion process along the road section between two adjacent intersections from...

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Main Authors: Weitiao Wu, Wenzhou Jin, Luou Shen
Format: Article
Language:English
Published: Hindawi Limited 2013-01-01
Series:Journal of Applied Mathematics
Online Access:http://dx.doi.org/10.1155/2013/480965
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spelling doaj-ae55ee046e2148e7bcaefee9f9717cb72020-11-24T23:31:38ZengHindawi LimitedJournal of Applied Mathematics1110-757X1687-00422013-01-01201310.1155/2013/480965480965Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture DistributionWeitiao Wu0Wenzhou Jin1Luou Shen2School of Civil and Transportation Engineering, South China University of Technology, Guangzhou 510641, ChinaSchool of Civil and Transportation Engineering, South China University of Technology, Guangzhou 510641, ChinaSchool of Civil and Transportation Engineering, South China University of Technology, Guangzhou 510641, ChinaA mixed traffic flow feature is presented on urban arterials in China due to a large amount of buses. Based on field data, a macroscopic mixed platoon flow dispersion model (MPFDM) was proposed to simulate the platoon dispersion process along the road section between two adjacent intersections from the flow view. More close to field observation, truncated Gaussian mixture distribution was adopted as the speed density distribution for mixed platoon. Expectation maximum (EM) algorithm was used for parameters estimation. The relationship between the arriving flow distribution at downstream intersection and the departing flow distribution at upstream intersection was investigated using the proposed model. Comparison analysis using virtual flow data was performed between the Robertson model and the MPFDM. The results confirmed the validity of the proposed model.http://dx.doi.org/10.1155/2013/480965
collection DOAJ
language English
format Article
sources DOAJ
author Weitiao Wu
Wenzhou Jin
Luou Shen
spellingShingle Weitiao Wu
Wenzhou Jin
Luou Shen
Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution
Journal of Applied Mathematics
author_facet Weitiao Wu
Wenzhou Jin
Luou Shen
author_sort Weitiao Wu
title Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution
title_short Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution
title_full Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution
title_fullStr Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution
title_full_unstemmed Mixed Platoon Flow Dispersion Model Based on Speed-Truncated Gaussian Mixture Distribution
title_sort mixed platoon flow dispersion model based on speed-truncated gaussian mixture distribution
publisher Hindawi Limited
series Journal of Applied Mathematics
issn 1110-757X
1687-0042
publishDate 2013-01-01
description A mixed traffic flow feature is presented on urban arterials in China due to a large amount of buses. Based on field data, a macroscopic mixed platoon flow dispersion model (MPFDM) was proposed to simulate the platoon dispersion process along the road section between two adjacent intersections from the flow view. More close to field observation, truncated Gaussian mixture distribution was adopted as the speed density distribution for mixed platoon. Expectation maximum (EM) algorithm was used for parameters estimation. The relationship between the arriving flow distribution at downstream intersection and the departing flow distribution at upstream intersection was investigated using the proposed model. Comparison analysis using virtual flow data was performed between the Robertson model and the MPFDM. The results confirmed the validity of the proposed model.
url http://dx.doi.org/10.1155/2013/480965
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AT wenzhoujin mixedplatoonflowdispersionmodelbasedonspeedtruncatedgaussianmixturedistribution
AT luoushen mixedplatoonflowdispersionmodelbasedonspeedtruncatedgaussianmixturedistribution
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