Cargando…

Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data

Skid resistance is an important surface characteristic that influences roadway safety. Various studies have been performed to understand the interaction between pavement and tires through numerical simulation for skid resistance prediction. However, the friction parameters required for simulation in...

Descripción completa

Detalles Bibliográficos
Autores principales: Peng, Yi, Li, Joshua Qiang, Zhan, You, Wang, Kelvin C. P., Yang, Guangwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6926992/
https://www.ncbi.nlm.nih.gov/pubmed/31766331
http://dx.doi.org/10.3390/ma12233821
_version_ 1783482222110572544
author Peng, Yi
Li, Joshua Qiang
Zhan, You
Wang, Kelvin C. P.
Yang, Guangwei
author_facet Peng, Yi
Li, Joshua Qiang
Zhan, You
Wang, Kelvin C. P.
Yang, Guangwei
author_sort Peng, Yi
collection PubMed
description Skid resistance is an important surface characteristic that influences roadway safety. Various studies have been performed to understand the interaction between pavement and tires through numerical simulation for skid resistance prediction. However, the friction parameters required for simulation inputs are generally determined by objective assumptions. This paper develops a finite element method (FEM)-based skid resistance simulation framework using in-situ 3D pavement surface texture and skid resistance data. A 3D areal pavement model is reconstructed from high resolution asphalt pavement surface texture data. The exponential decay friction model is implemented in the simulation and the interface friction parameters required for the simulation are determined using the binary search back-calculation approach based on a trial process with the desired level of differences between simulated and observed skid numbers. To understand the influence of texture characteristics on interface friction parameters, the high-resolution 3D texture data is separated into macro- and micro-scales through Butterworth filtering and various areal texture indicators are calculated at both levels. Principal component analysis (PCA) regression analysis is conducted to quantify the relationship between various texture characteristics and the interface friction parameters. The results from this study can be used to better prepare the inputs of friction parameters for FEM simulation.
format Online
Article
Text
id pubmed-6926992
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-69269922019-12-24 Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data Peng, Yi Li, Joshua Qiang Zhan, You Wang, Kelvin C. P. Yang, Guangwei Materials (Basel) Article Skid resistance is an important surface characteristic that influences roadway safety. Various studies have been performed to understand the interaction between pavement and tires through numerical simulation for skid resistance prediction. However, the friction parameters required for simulation inputs are generally determined by objective assumptions. This paper develops a finite element method (FEM)-based skid resistance simulation framework using in-situ 3D pavement surface texture and skid resistance data. A 3D areal pavement model is reconstructed from high resolution asphalt pavement surface texture data. The exponential decay friction model is implemented in the simulation and the interface friction parameters required for the simulation are determined using the binary search back-calculation approach based on a trial process with the desired level of differences between simulated and observed skid numbers. To understand the influence of texture characteristics on interface friction parameters, the high-resolution 3D texture data is separated into macro- and micro-scales through Butterworth filtering and various areal texture indicators are calculated at both levels. Principal component analysis (PCA) regression analysis is conducted to quantify the relationship between various texture characteristics and the interface friction parameters. The results from this study can be used to better prepare the inputs of friction parameters for FEM simulation. MDPI 2019-11-21 /pmc/articles/PMC6926992/ /pubmed/31766331 http://dx.doi.org/10.3390/ma12233821 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Peng, Yi
Li, Joshua Qiang
Zhan, You
Wang, Kelvin C. P.
Yang, Guangwei
Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data
title Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data
title_full Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data
title_fullStr Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data
title_full_unstemmed Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data
title_short Finite Element Method-Based Skid Resistance Simulation Using In-Situ 3D Pavement Surface Texture and Friction Data
title_sort finite element method-based skid resistance simulation using in-situ 3d pavement surface texture and friction data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6926992/
https://www.ncbi.nlm.nih.gov/pubmed/31766331
http://dx.doi.org/10.3390/ma12233821
work_keys_str_mv AT pengyi finiteelementmethodbasedskidresistancesimulationusinginsitu3dpavementsurfacetextureandfrictiondata
AT lijoshuaqiang finiteelementmethodbasedskidresistancesimulationusinginsitu3dpavementsurfacetextureandfrictiondata
AT zhanyou finiteelementmethodbasedskidresistancesimulationusinginsitu3dpavementsurfacetextureandfrictiondata
AT wangkelvincp finiteelementmethodbasedskidresistancesimulationusinginsitu3dpavementsurfacetextureandfrictiondata
AT yangguangwei finiteelementmethodbasedskidresistancesimulationusinginsitu3dpavementsurfacetextureandfrictiondata