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DOI | 10.1016/j.trgeo.2023.101069 |
Express highway embankment distress and occurring probability in permafrost regions on the Qinghai-Tibet Plateau | |
Huang, Yunhui; Niu, Fujun; Chen, Jianbing; He, Peifeng; Yuan, Kun; Su, Wenji | |
发表日期 | 2023 |
ISSN | 2214-3912 |
卷号 | 42 |
英文摘要 | Under the influence of climate warming and increasing human activities, permafrost degradation has become severe, impacting the stability of local infrastructure. This is particularly evident in the Qinghai-Tibet Plateau, where the fragile permafrost environment, high ice content and high ground temperature exacerbate the situation. The Gonghe-Yushu Express Highway (GYE), a newly constructed express highway on the plateau, was completed and opened to traffic five years ago. However, even for such a new express highway, engineering distresses have occurred. In this study, we employed ground penetrating radar, unmanned aerial vehicle, and manual investigations to examine the types and distribution characteristics of embankment distresses, analyzed the impacts of different factors, and established a probability prediction model for the occurrence of embankment distresses. Our findings revealed that the main types of embankment distresses on the GYE are wavy pavement, uneven settlement, and cracks, with the highest proportion of distresses in waterlogged sections on plateaus and basins. Among the nine factors affecting embankment distresses considered in this study, permafrost ice content and soil type have relatively larger impacts. Compared to logistic regression and support vector machines, the random forest model demonstrates higher accuracy in predicting embankment distress occurrence in permafrost road sections, with a prediction accuracy rate of 86.4%. Based on the random forest model, the permafrost road sections of the GYE are divided into five levels according to the probability of embankment distress occurrence: slight, low, moderate, high, and extremely high, with corresponding embankment lengths of 264, 61, 41, 34, and 29 km, respectively. |
关键词 | Qinghai-Tibet PlateauPermafrostGonghe-Yushu Express HighwayEmbankment distressRandom Forest model |
英文关键词 | ROADBED COOLING APPROACH; CRUSHED-ROCK EMBANKMENT; ENGINEERING CORRIDOR; RAILWAY EMBANKMENT; THERMAL REGIME; LOCAL FACTORS; TEMPERATURE; DEGRADATION; STABILITY; CLIMATE |
WOS研究方向 | Engineering, Civil ; Engineering, Geological |
WOS记录号 | WOS:001053903700001 |
来源期刊 | TRANSPORTATION GEOTECHNICS
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/282825 |
作者单位 | South China University of Technology; South China University of Technology |
推荐引用方式 GB/T 7714 | Huang, Yunhui,Niu, Fujun,Chen, Jianbing,et al. Express highway embankment distress and occurring probability in permafrost regions on the Qinghai-Tibet Plateau[J],2023,42. |
APA | Huang, Yunhui,Niu, Fujun,Chen, Jianbing,He, Peifeng,Yuan, Kun,&Su, Wenji.(2023).Express highway embankment distress and occurring probability in permafrost regions on the Qinghai-Tibet Plateau.TRANSPORTATION GEOTECHNICS,42. |
MLA | Huang, Yunhui,et al."Express highway embankment distress and occurring probability in permafrost regions on the Qinghai-Tibet Plateau".TRANSPORTATION GEOTECHNICS 42(2023). |
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