Local Mixture Hazard Model: A Semi-Parametric Approach to Risk Management in Pavement System

被引:0
|
作者
Nam, Le Thanh [1 ]
Obama, Kengo [1 ]
Kobayashi, Kiyoshi [1 ]
机构
[1] Kyoto Univ, Dept Urban Management, Kyoto, Japan
关键词
Markov chain; local mixture hazard model;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the core techniques for the Pavement Management Systems (PMS) is the deterioration hazard model. The hazard models stochastically forecast the deterioration progresses of pavement based on its historical performance indicators over time. This paper introduces a class of hazard models, which consider the heterogeneity factors by a local mixing mechanism. Special attention is paid to the formulation of transition probability of condition state, which is subjected to follow Markov chain. The paper further introduces optimization approach for selecting best repair strategy based on discounted life cycle cost analysis. The application of the model targets to minimize exposing risks to road administrators. The usefulness and practicability of the model are examined through life cycle costs evaluation with real data of Vietnamese highway system.
引用
收藏
页码:2290 / 2295
页数:6
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