Reliability-based initial pavement performance deterioration modelling

被引:14
作者
Amador-Jimenez, Luis Esteban [1 ]
Mrawira, Donath [2 ]
机构
[1] Concordia Univ, Dept Bldg Civil & Environm Engn, Montreal, PQ H3G 2W1, Canada
[2] Univ New Brunswick, Dept Civil Engn, Fredericton, NB E3B 5A3, Canada
关键词
performance model; multilevel Bayesian regression; parameters estimation; pavement deterioration;
D O I
10.1080/10298436.2010.535538
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper presents an approach for incorporating reliability on initial performance prediction models developed from as little as two time series predictors. It employs a novel methodology to provide apparent ages as surrogate of condition and, in addition, applies multilevel Bayesian regression to calibrate mechanistic empirical models to local conditions. This paper develops an international roughness index deterministic performance model for the Costa Rica road network and, further shows the procedure for obtaining a probabilistic multilevel Bayesian model which includes distributions of the mechanistic parameters and confidence intervals for the predicted performance. Bayesian statistics are also deployed for calibrating pavement strength coefficients to local observations.
引用
收藏
页码:177 / 186
页数:10
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