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Landslide susceptibility assessment based on an interpretable coupled FR-RF model:A case study of Longyan City,Fujian Province,Southeast China
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作者 Zong-yue Lu Gen-yuan Liu +5 位作者 Xi-dong Zhao Kang Sun Yan-si Chen Zhi-hong Song Kai Xue Ming-shan Yang 《China Geology》 2025年第2期281-294,共14页
To enhance the prediction accuracy of landslides in in Longyan City,China,this study developed a methodology for geologic hazard susceptibility assessment based on a coupled model composed of a Geographic Information ... To enhance the prediction accuracy of landslides in in Longyan City,China,this study developed a methodology for geologic hazard susceptibility assessment based on a coupled model composed of a Geographic Information System(GIS)with integrated spatial data,a frequency ratio(FR)model,and a random forest(RF)model(also referred to as the coupled FR-RF model).The coupled FR-RF model was constructed based on the analysis of nine influential factors,including distance from roads,normalized difference vegetation index(NDVI),and slope.The performance of the coupled FR-RF model was assessed using metrics such as Receiver Operating Characteristic(ROC)and Precision-Recall(PR)curves,yielding Area Under the Curve(AUC)values of 0.93 and 0.95,which indicate high predictive accuracy and reliability for geological hazard forecasting.Based on the model predictions,five susceptibility levels were determined in the study area,providing crucial spatial information for geologic hazard prevention and control.The contributions of various influential factors to landslide susceptibility were determined using SHapley Additive exPlanations(SHAP)analysis and the Gini index,enhancing the model interpretability and transparency.Additionally,this study discussed the limitations of the coupled FR-RF model and the prospects for its improvement using new technologies.This study provides an innovative method and theoretical support for geologic hazard prediction and management,holding promising prospects for application. 展开更多
关键词 Machine learning Landslide susceptibility assessment Geographic Information System(GIS) Coupled FR-RF model Random forest INTERPRETABILITY SHapley Additive exPlanations Geological disater prevention engineering Longyan
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Improved new methods of seismic risk assessment and seismic zoning in Kazakhstan according to Eurocode 8
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作者 Daulet Sarsenbaev Abdulaziz Abdullaev +2 位作者 Nursarsen Uzbekov Alla Sadykova Yelizaveta Yessenzhigitova 《China Geology》 2025年第4期661-675,共15页
This article aims to enhance seismic hazard assessment methods for Kazakhstan’s seismotectonic conditions.It combines probabilistic seismic hazard analysis(PSHA),ground motion simulation,sitespecific geological and g... This article aims to enhance seismic hazard assessment methods for Kazakhstan’s seismotectonic conditions.It combines probabilistic seismic hazard analysis(PSHA),ground motion simulation,sitespecific geological and geotechnical data analysis,and seismic scenario analysis to develop Probabilistic General Seismic Zoning(GSZ)maps for Kazakhstan and Probabilistic Seismic Microzoning maps for Almaty.These maps align with Eurocode 8 principles,incorporating seismic intensity and engineering parameters like peak ground acceleration(PGA).The new procedure,applied in national projects,has resulted in GSZ maps for the country,seismic microzoning maps for Almaty,and detailed seismic zoning maps for East Kazakhstan.These maps,part of a regulatory document,guide earthquake-resistant design and construction.They offer a comprehensive assessment of seismic hazards,integrating traditional Medvedev-Sponheuer-Karnik(MSK-64)intensity scale points with quantitative parameters like peak ground acceleration.This innovative approach promises to advance methods for quantifying seismic hazards in specific regions. 展开更多
关键词 Seismic hazard assessment methods Seismic Zoning(GSZ)maps Scale of seismic intensity Central Asia region EARTHQUAKES Eurocode 8 Geological disaster prevention and control engineering
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Unraveling the hydraulic properties of loess for landslide prediction:A study on variations in loess landslides in Lanzhou,Dingxi,and Tianshui,China
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作者 Gao-chao Lin Wei Liu Xing Su 《China Geology》 CAS CSCD 2024年第2期291-302,共12页
Loess has distinctive characteristics,leading to frequent landslide disasters and posing serious threats to the lives and properties of local re sidents.The involvement of water repre sents a critical factor in induci... Loess has distinctive characteristics,leading to frequent landslide disasters and posing serious threats to the lives and properties of local re sidents.The involvement of water repre sents a critical factor in inducing loess landslides.This study focuses on three neighboring cities sequentially situated on the Loess Plateau along the direction of aeolian deposition of loess,namely Lanzhou,Dingxi,and Tianshui,which are densely populated and prone to landslide disasters.The variations in hydraulic properties,including water retention capacity and permeability,are investigated through Soil Water Characteristic Curve(SWCC)test and hydraulic conductivity test.The experimental findings revealed that Tianshui loess exhibited the highest water retention capacity,followed by Dingxi loess,while Lanzhou loess demonstrated the lowest water retention capacity.Contrastingly,the results for the saturated permeability coefficient were found to be the opposite:Tianshui loess showed the lowest permeability,whereas Lanzhou loess displayed the highest permeability.These results are supported and analyzed by scanning electron microscopy(SEM)observation.In addition,the water retention capacity is mathematically expressed using the van Genuchten model and extended to predict unsaturated hydraulic properties of loess.The experimental results exhibit a strong accordance with one another and align with the regional distribution patterns of disasters. 展开更多
关键词 LOESS LANDSLIDE Hydraulic properties Water retention capacity and permeability Soil Water Characteristic Curve(SWCC) Hydraulic conductivity Van Genuchten model Hydrogeological engineering Geological hazards prevention engineering
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INSTITUTE OF ENVIRONMENTAL HEALTH AND ENGINEERING CHINESE ACADEMY OF PREVENTIVE MEDICINE
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《Biomedical and Environmental Sciences》 SCIE CAS CSCD 1993年第4期W003-W003,共1页
The Institute of Environmental Health and Engineering,consisting of the previousDepartment of Environmental Health and the Department of Sanitary andEnvironmental Engineering of the Institute of Health founded in 1954... The Institute of Environmental Health and Engineering,consisting of the previousDepartment of Environmental Health and the Department of Sanitary andEnvironmental Engineering of the Institute of Health founded in 1954,was establishedin1986.This Institute has around 220 staff in total and 11 departments,namely,theDepartment of Environmental Epidemiology;Department of EnvironmentalChemistry;Department of Environmental Toxicology;Department of EnvironmentalMicrobiology;Department of Soil Hygiene;Department of Water Treatment; 展开更多
关键词 INSTITUTE OF ENVIRONMENTAL HEALTH AND engineering CHINESE ACADEMY OF PREVENTIVE MEDICINE
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The siltation of debris flow behind check dam in the midstream of Bailong River 被引量:4
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作者 YUAN Dong LIU Jin-feng +4 位作者 YOU Yong LIU Dao-chuan SUN Hao ZHANG Li ZHOU Wen-bing 《Journal of Mountain Science》 SCIE CSCD 2018年第1期100-113,共14页
Siltation gradient and siltation length are important parameters for designing gravity check dams for debris flows,which directly affect the accuracy of estimates of interception capacity.At present,siltation gradient... Siltation gradient and siltation length are important parameters for designing gravity check dams for debris flows,which directly affect the accuracy of estimates of interception capacity.At present,siltation gradient calculations are based primarily on empirical values,and range from 0.4 to 0.95 times the channel slope coefficient.The middle reaches of the Bailong River are one of the four areas in China that are most severely affected by debris flow hazards.Gravity dams are widely employed in this mountainous area.However,field studies of their capacity are lacking.In this paper,the operations of check dams were investigated.Based on field investigation results and theoretical analysis,calculations for siltation gradient,siltation length,and dam storage capacity are established.The impact of debris flow density,channel slope,and particle size weight percentages are discussed.The calculations show that the theoretical values for siltation gradient are consistent with measured values with 83.6% accuracy;and theoretical values of siltation length are consistent with measured values with 91.6% accuracy.The results of this research are an important reference for optimal height and spacing of dams,estimation of dam storage capacity,and disaster prevention. 展开更多
关键词 Debris flow Check dam Siltation gradient Siltation length Disaster prevention engineering
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Analysis of Anti-leakage Construction Technology in Building Construction
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作者 ZHANGJunjie 《外文科技期刊数据库(文摘版)工程技术》 2022年第4期060-064,共5页
At this stage, with the continuous growth of China's economy and the improvement of people's living standard and quality, the rapid development of the construction industry has also been promoted, and the scal... At this stage, with the continuous growth of China's economy and the improvement of people's living standard and quality, the rapid development of the construction industry has also been promoted, and the scale and quantity of housing construction are also continuously expanding. In the building construction project, it is the difficulty and emphasis of the whole building construction project to strengthen the control of the construction quality, especially the anti-leakage technology. The quality of anti-leakage technology not only affects the quality of the whole project, but also affects the life of the whole building. This paper will analyze the concrete reasons of the leakage in the process of building construction, and put forward reasonable measures to improve the anti-seepage performance of the building and ensure the overall quality of the building construction. 展开更多
关键词 housing construction engineering leakage prevention construction technique
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