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베이지안 마르코프 혼합 해저드 모델을 활용한 도로포장의 기대수명추정 KCI 등재

Estimation of Road Pavements Life Expectancy via Bayesian Markov Mixture Hazard Model

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  • URLhttps://db.koreascholar.com/Article/Detail/385369
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한국도로학회논문집 (International journal of highway engineering)
한국도로학회 (Korean Society of Road Engineers)
초록

PURPOSES : This study aimed to estimate road pavement life expectancy using Bayesian Markov Mixture Hazard Model, to support infrastructure asset management. In addition, the life expectancies for the pavement condition index were compared among regional construction and management administrations.
METHODS : Eleven years of National Highway road pavement monitoring data fused with ESAL (Equivalent Single Axle Loads), SNP (Structural Number of Pavement, an indicator of structural capacity), and average low temperature, total rainfall, and de-icing were used for the deterioration modeling. Deterioration modeling was performed through the Bayesian Markov Mixture Hazard Model.
RESULTS : The expected life expectancy of the crack was estimated at 12.28 to 18.51 years, rut depth was estimated at 15.93 to 25.3 years, and the International Roughness Index was estimated at 10.44 to 14.33 years. It was also confirmed that the heterogeneity factor proposed in the Bayesian Markov Mixture Hazard Model could be used to analyze group characteristics and differences in the benchmark.
CONCLUSIONS: This study provided important information in that it compared the life expectancies and structural characteristics of the pavement condition indexes among regional construction and management administrations. Based on this result, it is expected that a pavement structure design and maintenance strategy suitable for deterioration characteristics among regional construction and management administrations will be established.

목차
ABSTRACT
1. 서론
2. 포장상태 악화와 BMMH모델
    2.1. 마르코프 혼합 해저드 모델
    2.2. 계층적 베이지안 추정
3. 실증분석
    3.1. 데이터 개요
    3.2. 실증분석
4. 결론 및 향후연구
REFERENCES
저자
  • 최승현(한밭대학교 SOC자산관리센터) | Choi Seunghyun
  • 도명식(한밭대학교 도시공학과) | Do Myungsik 교신저자
  • 한대석(한국건설기술연구원) | Han Daeseok
  • 심현정(한국교통연구원) | Sim Hyeonjeong
  • 채찬들(한국교통연구원) | Chae Chandle