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A physics-informed machine learning solution for landslide susceptibility mapping based on three-dimensional slope stability evaluation
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作者 WANG Yun-hao WANG Lu-qi +4 位作者 ZHANG Wen-gang LIU Song-lin SUN Wei-xin HONG Li ZHU Zheng-wei 《Journal of Central South University》 CSCD 2024年第11期3838-3853,共16页
Landslide susceptibility mapping is a crucial tool for disaster prevention and management.The performance of conventional data-driven model is greatly influenced by the quality of the samples data.The random selection... Landslide susceptibility mapping is a crucial tool for disaster prevention and management.The performance of conventional data-driven model is greatly influenced by the quality of the samples data.The random selection of negative samples results in the lack of interpretability throughout the assessment process.To address this limitation and construct a high-quality negative samples database,this study introduces a physics-informed machine learning approach,combining the random forest model with Scoops 3D,to optimize the negative samples selection strategy and assess the landslide susceptibility of the study area.The Scoops 3D is employed to determine the factor of safety value leveraging Bishop’s simplified method.Instead of conventional random selection,negative samples are extracted from the areas with a high factor of safety value.Subsequently,the results of conventional random forest model and physics-informed data-driven model are analyzed and discussed,focusing on model performance and prediction uncertainty.In comparison to conventional methods,the physics-informed model,set with a safety area threshold of 3,demonstrates a noteworthy improvement in the mean AUC value by 36.7%,coupled with a reduced prediction uncertainty.It is evident that the determination of the safety area threshold exerts an impact on both prediction uncertainty and model performance. 展开更多
关键词 machine learning physics-informed model negative samples selection INTERPRETABILITY landslide susceptibility mapping
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Improvement of large-scale-region landslide susceptibility mapping accuracy by transfer learning
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作者 ZHANG Wen-gang LIU Song-lin +3 位作者 WANG Lu-qi SUN Wei-xin ZHANG Yan-mei NIE Wen 《Journal of Central South University》 CSCD 2024年第11期3823-3837,共15页
Machine-learning methodologies have increasingly been embraced in landslide susceptibility assessment.However,the considerable time and financial burdens of landslide inventories often result in persistent data scarci... Machine-learning methodologies have increasingly been embraced in landslide susceptibility assessment.However,the considerable time and financial burdens of landslide inventories often result in persistent data scarcity,which frequently impedes the generation of accurate and informative landslide susceptibility maps.Addressing this challenge,this study compiled a nationwide dataset and developed a transfer learning-based model to evaluate landslide susceptibility in the Chongqing region specifically.Notably,the proposed model,calibrated with the warmup-cosine annealing(WCA)learning rate strategy,demonstrated remarkable predictive capabilities,particularly in scenarios marked by data limitations and when training data were normalized using parameters from the source region.This is evidenced by the area under the receiver operating characteristic curve(AUC)values,which exhibited significant improvements of 51.00%,24.40%and 2.15%,respectively,compared to a deep learning model,in contexts where only 1%,5%and 10%of data from the target region were used for retraining.Simultaneously,there were reductions in loss of 16.12%,27.61%and 15.44%,respectively,in these instances. 展开更多
关键词 data-limited cases transfer learning landslide susceptibility machine learning normalization based on the parameters of the source domain
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Detection of geohazards caused by human disturbance activities based on convolutional neural networks
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作者 ZHANG Heng ZHANG Diandian +1 位作者 YUAN Da LIU Tao 《水利水电技术(中英文)》 北大核心 2025年第S1期731-738,共8页
Human disturbance activities is one of the main reasons for inducing geohazards.Ecological impact assessment metrics of roads are inconsistent criteria and multiple.From the perspective of visual observation,the envir... Human disturbance activities is one of the main reasons for inducing geohazards.Ecological impact assessment metrics of roads are inconsistent criteria and multiple.From the perspective of visual observation,the environment damage can be shown through detecting the uncovered area of vegetation in the images along road.To realize this,an end-to-end environment damage detection model based on convolutional neural network is proposed.A 50-layer residual network is used to extract feature map.The initial parameters are optimized by transfer learning.An example is shown by this method.The dataset including cliff and landslide damage are collected by us along road in Shennongjia national forest park.Results show 0.4703 average precision(AP)rating for cliff damage and 0.4809 average precision(AP)rating for landslide damage.Compared with YOLOv3,our model shows a better accuracy in cliff and landslide detection although a certain amount of speed is sacrificed. 展开更多
关键词 convolutional neural network DETECTION environment damage CLIFF landslide
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Landslide hazards mapping using uncertain Na?ve Bayesian classification method 被引量:5
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作者 毛伊敏 张茂省 +1 位作者 王根龙 孙萍萍 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第9期3512-3520,共9页
Landslide hazard mapping is a fundamental tool for disaster management activities in Loess terrains. Aiming at major issues with these landslide hazard assessment methods based on Naive Bayesian classification techniq... Landslide hazard mapping is a fundamental tool for disaster management activities in Loess terrains. Aiming at major issues with these landslide hazard assessment methods based on Naive Bayesian classification technique, which is difficult in quantifying those uncertain triggering factors, the main purpose of this work is to evaluate the predictive power of landslide spatial models based on uncertain Naive Bayesian classification method in Baota district of Yan'an city in Shaanxi province, China. Firstly, thematic maps representing various factors that are related to landslide activity were generated. Secondly, by using field data and GIS techniques, a landslide hazard map was performed. To improve the accuracy of the resulting landslide hazard map, the strategies were designed, which quantified the uncertain triggering factor to design landslide spatial models based on uncertain Naive Bayesian classification method named NBU algorithm. The accuracies of the area under relative operating characteristics curves(AUC) in NBU and Naive Bayesian algorithm are 87.29% and 82.47% respectively. Thus, NBU algorithm can be used efficiently for landslide hazard analysis and might be widely used for the prediction of various spatial events based on uncertain classification technique. 展开更多
关键词 uncertain Bayesian model landslide hazard assessment
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Optimal location and effect judgment on drainage tunnels for landslide prevention 被引量:4
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作者 WANG Zhi-lei SHANG Yue-quan SUN Hong-yue 《Journal of Central South University》 SCIE EI CAS 2013年第7期2041-2053,共13页
An optimal drainage tunnel location determination method for landslide prevention was proposed to solve the existing problems in drainage tunnel construction. Current applications of drainage tunnel systems in China w... An optimal drainage tunnel location determination method for landslide prevention was proposed to solve the existing problems in drainage tunnel construction. Current applications of drainage tunnel systems in China were reviewed and the fimctions of drainage tunnel were categorized as catchment and interception. Numerical simulations were conducted. The results show that both catchment and interception tunnels have variation of the function in the simulation of monolayer model, which shows the reduction of permeability condition in lower layer. The function of catchment can be observed in the deep slope, while the function of interception is observed near groundwater source. By using the slope safety factor and discharge water amount as the objectives of optimal drainage tunnel location, and pore-water pressure in fixed node and section flux as the judgment for construction quality of adjacent drainage tunnel, the design principle of drainage tunnel was introduced. The K103 Landslide was illustrated as an example to determine the optimal drainage tunnel location. The measured drainage tunnel efficiency was evaluated and compared with that from the numerical analyses based on groundwater data. The results validate the present numerical study. 展开更多
关键词 drainage tunnel GROUNDWATER RAINFALL landslide prevention safety factor optimal analyses
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Mechanism of action of cracks water on rock landslide in rainfall 被引量:2
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作者 吴永 何思明 李新坡 《Journal of Central South University》 SCIE EI CAS 2010年第6期1383-1388,共6页
In worldwide, the most common triggering factor of rock landslides is extended and intense rainfall. However, different from the soil slope failure caused by softening action of infiltration rainwater, the mechanism o... In worldwide, the most common triggering factor of rock landslides is extended and intense rainfall. However, different from the soil slope failure caused by softening action of infiltration rainwater, the mechanism of rock landslide in rainfall is not clear. From the view of fracture mechanics, the propagation of cracks on rock slope and the development of sliding surface were researched. Then based on hydraulics formulas and using Sweden arc method, the influence of crack water on stability of rock slope was quantitatively studied. Finally, an example was given to check the theoretical approach. The result shows that the development of sliding surface of rock slope is mainly caused by crack propagation under hydrostatic pressure when the stress intensity factor KI at crack tip is bigger than the toughness index of rock fractures Klc, and the failure of slope is the result of hydraulic action of crack water and the softening of materials on sliding surface when the depth of crack water is bigger than a minimum value hmin. 展开更多
关键词 crack water fracture mechanics PROPAGATION hydraulics Sweden arc method rock landslide
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Landslide Dam Forming Hazard Analysis Based on Geological and Induced Factors
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作者 Lixia Chen~(1,2),Kunlong Yin~(1,3),Yang Wang~(1,3),Changchun Liu~3 1.Three Gorges Research Center for Geo-Hazard,Ministry of Education,Wuhan 430074,China. 2.Institute of Geophysics and Geomatics,China University of Geosciences(Wuhan),Wuhan 430074,China 3.School of Engineering,China University of Geosciences(Wuhan),Wuhan 430074,China 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期70-71,共2页
Landslide dams and lakes can cause great casualties and economic losses.A landslide dammed lake named Tangjiashan by Wenchuan earthquake in China was well known all over the world since May 12,2008. Many other landsli... Landslide dams and lakes can cause great casualties and economic losses.A landslide dammed lake named Tangjiashan by Wenchuan earthquake in China was well known all over the world since May 12,2008. Many other landslide dams or lakes can also formed by rainfall or water fluctuation besides earthquake. Landslides along the river or branch banks in the Three Gorges Reservoir area face dam or lake forming possibility especially within the water 展开更多
关键词 landslide DAM FORMING PROBABILITY the Three Gorges RESERVOIR area
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Approaches to Solve the Secrets of Landslide Occurrences
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作者 Zakhidova Diana A.A.Kadyrhodjaev E.P.Pronin 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期75-75,共1页
I want to know God’s thoughts.The rest are details. Albert Einstein The first reference to landslides deeply goes long far for ages.For centuries mankind try to solve the secret of landslides and get answers to quest... I want to know God’s thoughts.The rest are details. Albert Einstein The first reference to landslides deeply goes long far for ages.For centuries mankind try to solve the secret of landslides and get answers to questions:Where?When?How?Where could the nature have hidden the keys to landslide secret? Perhaps the latest achievements of science and technology could bring us closer to the clues of 展开更多
关键词 approache HAZARD landslide GEOLOGY REMOTE sensing GIS data safety
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Regional landslide forecasting model using interferometric SAR images
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作者 董育烦 张发明 +1 位作者 高正夏 蒯志要 《Journal of Central South University》 SCIE EI CAS 2008年第S2期168-173,共6页
Method of obtaining landslide evaluating information by using Interferometric Synthetic Aperture Radar (InSAR) technique was discussed. More precision landslide surface deformation data extracted from InSAR image need... Method of obtaining landslide evaluating information by using Interferometric Synthetic Aperture Radar (InSAR) technique was discussed. More precision landslide surface deformation data extracted from InSAR image need take suitable SAR interferometric data selecting, path tracking, phase unwrapping processes. Then, the DEM model of scope and surface shape of the landslide was built. Combining with geological property of landslide and sliding displacements obtained from InSAR/D-InSAR images, a new landslide forecasting model called equal central angle slice method for those not obviously deformed landslides was put forward. This model breaks the limits of traditional research methods of geology. In this model, the landslide safety factor was calculated by equal central angle slice method, then considering the persistence ratio of the sliding surface based on plastic theory, the minimum safety factor was the phase when plastic area were complete persistence. This new model makes the application of InSAR/D-InSAR technology become more practical in geology hazard research. 展开更多
关键词 INSAR landslide forecasting equal central ANGLE SLICE method monitoring and evaluation model
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VALLEY SLOPE DEFORMATION BY INTERACTION OF MASS ROCK CREEP,TALUS CREEP AND RAPID LANDSLIDES ALONG THE KALI GANDAKI RIVER IN THE HIMALAYAS OF WESTERN NEPAL
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作者 Hellmut R. Voelk 《地学前缘》 EI CAS CSCD 2000年第S1期447-448,439,共3页
In its upper and middle course, the Kali Gandaki river in Western Nepal flows across the Himalayan ranges more or less following tectonic lineaments (NNE—SSW). In this paper we focus our attention on certain slope de... In its upper and middle course, the Kali Gandaki river in Western Nepal flows across the Himalayan ranges more or less following tectonic lineaments (NNE—SSW). In this paper we focus our attention on certain slope deformations along the valley flanks of the middle course, especially on very narrow sections of this large transverse valley. Although the valley experienced several Pleistocene periods of strong glaciations and the powerful river flowing through it currently ranks as the second largest in Nepal we find a number of those amazing valley constrictions in the studied area which should not be ascribed to differences in rock resistance against erosion or to active tectonic control. It can best be explained by deep\|seated rock creep (Chigira,1992), a process which is frequently connected with landslides or rockfalls and must have developed during late Pleistocene and Holocene, i.e. since the valley was deglaciated. In order to prove this thesis we shall describe the situation by means of three case studies between the villages of Rukse (upstream) and Beni (downstream). Another fourth example of gravitational slope deformation described in this paper is located downstream of the reach of previous valley glaciations. Here, too, deep\|seated rock creep is considered to be responsible for the observed mass movements and thus for slope deformation. 展开更多
关键词 landslide deformation VALLEY Kali Gandaki RIVER WESTERN Nepal
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Slope Stability Analyses of Outang Landslide Based on the Peak and Residual Shear Strength Behavior
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作者 YANG Xiuhan VANAPALLI Sai 《工程科学与技术》 EI CAS CSCD 北大核心 2019年第4期55-68,共14页
Most of the natural and compacted fine-grained soil slopes that are in saturated or unsaturated condition undergo a large deformation prior to reaching failure conditions.Such slopes should be designed taking account ... Most of the natural and compacted fine-grained soil slopes that are in saturated or unsaturated condition undergo a large deformation prior to reaching failure conditions.Such slopes should be designed taking account of their strain-softening behavior using the residual shear strength (RSS) parameters.In this paper,the slope stability of a recently reactivated Outang landslide near the Three Gorges Dam in China is analyzed based on the RSS parameters of unsaturated soils.In addition,comparisons are provided in the FOS values of slope using both the peak shear strength (PSS) and RSS parameters.Firstly,a series of site investigations of the hydrologic and geologic conditions,ground surface displacements and cracks were described.The PSS and RSS behaviors of the sliding soils derived from a series of direct shear test results performed on saturated and unsaturated soil specimens are summarized.Secondly,a series of slope stability analysis were conducted considering the precipitation and Yangtze River water level variation within a representative period of 7 months,based on the PSS and the RSS properties.In this study,three different scenarios were considered,which include: i) considering only the precipitation with a constant water level;ii) considering only the decrease in water level without rainfall;iii) considering the combination of precipitation and decrease in water level.In each scenario,four steps were included to calculate the values of factor of safety (FOS) at different times.1) A steady-state seepage analysis was conducted with a constant total head at 525 m on the left boundary and 175 m on the slope surface below the Yangtze River water level.The initial pore water pressures were simulated in the slope under no precipitation and variation of water level.2) A specific boundary condition was applied on the slope surface to model the precipitation and Yangtze River water level variation.A transient seepage analysis was conducted to calculate pore water pressures at different times based on the initial pore water pressures.3) The FOS values at different times were calculated by the Morgenstern-Price method taking account of the variation of pore water pressures at different times,using the peak shear strength (PSS) parameters.4) The last step was repeated replacing PSS parameters with RSS parameters.The RSS parameters were lower than the peak values from laboratory’s direct shear test results for the soils in the sliding zones.The reduction in shear strength from peak to residual state under unsaturated soil condition was greater than that for a saturated soil.The FOS decreased almost linearly with time for the scenario in which only the influence of rainfall infiltration was considered.However,the total reduction in the FOS was relatively small.The FOS decreased rapidly at a linear rate with respect to time with a decrease in water level for the scenario in which Yangtze River water level decrease was considered.The FOS reached to a relatively constant value after Yangtze River water level reached the lowest value.The decrease in Yangtze River water level was the dominant factor that contributed to a reduction in the FOS.The FOS was strongly dependent on the development of the phreatic line after the Yangtze River water level reached the lowest value.The FOS calculated by RSS (i.e.FOSR) is less than unity;they were approximately 16% lower in comparison to that calculated by PSS (FOSP).If PSS parameters were used,the slope would still be stable even under the combined influence of precipitation and Yangtze River water level decrease.These results are inconsistent with the field observations.For this reason,the RSS parameters should be taken into account to evaluate reliably the slope stability of the Outang landslide. 展开更多
关键词 UNSATURATED soil landslide REACTIVATION RESIDUAL shear strength SLOPE stability analysis
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Artificial Neural Networks Applied to Landslide Susceptibility Mapping in the Northern Area of the Central Rif(Morocco)
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作者 M.Amharrak J.El khattabi +2 位作者 B.Louche L.Asebriy E.Carlier 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期64-64,共1页
Recently,Artificial Neural Networks(ANNs)have been used for various scientific and engineering applications essentially because they allow the modeling of a process,which starts from the database containing the variab... Recently,Artificial Neural Networks(ANNs)have been used for various scientific and engineering applications essentially because they allow the modeling of a process,which starts from the database containing the variables that describe that particular process.They have already been applied to the study of landslides in particular,with reference to the indirect determination of the triggering 展开更多
关键词 landslide SUSCEPTIBILITY statistical approach artificial neural network CENTRAL RIF
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MASS MOVEMENT AND LANDSLIDE HAZARD, MURREE AREA, NORTH PAKISTAN
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作者 Iftikhar Ahmed Abbasi, M. Asif Khan,Shams ul Hadi(Department and NCE in Geology, University of Peshawar, Pakistan) 《地学前缘》 EI CAS CSCD 2000年第S1期443-443,共1页
The summer resort of Murree and adjoining areas is characterized by high degree of erosivity and erodibility due to both natural and man induced factors. This area is part of a young orogenic belt that is experiencing... The summer resort of Murree and adjoining areas is characterized by high degree of erosivity and erodibility due to both natural and man induced factors. This area is part of a young orogenic belt that is experiencing one of the world’s most rapid uplift rates, and is located in near vicinity of major thrust faults. Shear zones associated with still active faults, such as Murree Thrust and also the folding generated due to thrusting induce an inherited weakness and natural instability potential in the rocks of the Murree Hills. Ever increasing population pressure, deforestation, large\|scale construction works including a new township and a road network have further aggravated the problem. In order to study the landslides and other mass movement related problems in Murree, an area around the main town is selected for detailed analysis of the problem as it has been focus of major development and road construction work. This study is an attempt to prepare a preliminary hazard/landslide map along major road network, around Murree town to identify the unstable areas. Data collection during the fieldwork and its analysis were carried out on Geographic Information System (GIS) based on ILWIS format of the ITC, the Netherlands. Detailed study of a few selected landslides has also been conducted to understand the mechanism of failure and extent of damage. 展开更多
关键词 MASS MOVEMENT landslide HAZARD Murree Area NORTH Pakistan
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Real-Time Warning System of Regional Landslides Supported by WEGISB and Its Application in Typhoon Rananim,Zhejiang Province,China
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作者 Guirong Zhang~1,Kunlong Yin~2,Lixia Chen~2 1.Geotechnical Engineering Institute of Nanjing Hydraulic Research Institute,Nanjing 210036,China. 2.China University of Geosciences(Beijing),Beijing 100083,China 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期68-69,共2页
As one of the provinces of highest economic growth in coastal China,Zhejiang Province is experiencing serious geological disasters during the past development of economy.The main kinds of geo-hazards include landslide... As one of the provinces of highest economic growth in coastal China,Zhejiang Province is experiencing serious geological disasters during the past development of economy.The main kinds of geo-hazards include landslides,rock falls and debris-flows in Zhejiang Province,which are mainly induced by intensive rainfall during typhoon season or by long-term rainfall from May to June every year.Thus, 展开更多
关键词 landslide prediction REAL-TIME WARNING effective RAINFALL RAINFALL INTENSITY WEBGIS TYPHOON
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Landslide Risk Analysis and Reduction for Sustainable Disaster Management:Components and Requests
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作者 Srikantha Herath 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期47-48,共2页
Landslides continue to be a major natural disaster causing loss of life,extensive human suffering and economic losses,despite advances in understanding of mechanisms,monitoring and mitigation technologies related to l... Landslides continue to be a major natural disaster causing loss of life,extensive human suffering and economic losses,despite advances in understanding of mechanisms,monitoring and mitigation technologies related to landslides.However,landslides characteristics differ according to climatic,geological 展开更多
关键词 landslide risk REDUCTION CLIMATE CHANGE
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Landslide Research at the British Geological Survey:Capture,Storage and Interpretation on a National and Site-Specific Scale
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作者 Catherine Pennington 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期67-67,共1页
The British Geological Survey(BGS)is the national geological agency for Great Britain and provides geoscientific information to government, other institutions and the general public.Landslide research at BGS is carrie... The British Geological Survey(BGS)is the national geological agency for Great Britain and provides geoscientific information to government, other institutions and the general public.Landslide research at BGS is carried out through a number of activities including surveying,database development and real-time monitoring of landslides.By underta- 展开更多
关键词 landslide NATIONAL mapping NATIONAL landslide Database
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Evolution Mechanism of Slip Zone Under Fluctuation of Ground Water Table of Landslide
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作者 Bo Chai~1,Kunlong Yin~2 1.School of Environmental Studies,China University of Geosciences(Wuhan),Wuhan 430074,China. 2.Engineering Faculty,China University of Geosciences(Wuhan),Wuhan 430074,China 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期55-56,共2页
The fluctuation of ground water table of landslide caused by the changing of rain fall and reservoir water level leads the slip zone to possess the complicated deformation features of stepped and vibration.Actual role... The fluctuation of ground water table of landslide caused by the changing of rain fall and reservoir water level leads the slip zone to possess the complicated deformation features of stepped and vibration.Actual role of the ground water fluctuation to landslide is the synthesis of pore pressure,chemical intenerating 展开更多
关键词 GROUNDWATER FLUCTUATION SLIP ZONE landslide
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Mechanism of Dangerous Deep Landslide Activation in Moscow
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作者 Kazeev Andrey Fedotova Ksenia 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期54-54,共1页
There are 15 large areas in Moscow with development of deep landslides,on some of which the activation of landslides has taken place,sometimes directly concerned with human activity.The development of deep landslides ... There are 15 large areas in Moscow with development of deep landslides,on some of which the activation of landslides has taken place,sometimes directly concerned with human activity.The development of deep landslides on high banks of Moscow River results from deforming of Jurassic clays,which are deposited on depths of 20-110 m.They have complex mechanism,huge mass and provide big problems in realizing protective measures.In 展开更多
关键词 landslideS SLOPE stability strain and stress state
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Enhancing performance of soil using lime and precluding landslide in Benin(West Africa)
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作者 Quirin Engelbert Ayeditan ALAYE LING Xian-zhang +3 位作者 Yvette Sèdjro KIKI TANKPINOU Marx Ferdinand AHLINHAN LUO Jun Michel Hadilou ALAYE 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第11期3066-3086,共21页
The past decade has been characterized by the development of infrastructure in the main cities in West Africa.This requires more comprehensive studies of geotechnical properties of the soil in the region with an aim o... The past decade has been characterized by the development of infrastructure in the main cities in West Africa.This requires more comprehensive studies of geotechnical properties of the soil in the region with an aim of creating sustainable development.This paper examined the performance of the soil in Benin(West Africa).In this research,three objectives have been adopted in-depth on the performance characteristics of West Africans soil and aim to(i)accessing characteristics of soil types in the region;(ii)assessing the performance of these soils with 2%,3%and 5%of lime and(iii)characterizing landslide to evaluate the damage and potential instability.The methods used to examine these objectives are experimental tests according to standard French test.The particle size test,Proctor test,and Atterberg limits test which are physical tests and the mechanical tests such as dynamic penetration test,direct shear test,and oedometer test,were used to assess the first objective.The Proctor test and California bearing ratio test were examined for the second objective and geological,environmental,social and safety study of the river bank slide were evaluated for the third objective.This paper firstly reveals the unstable and stable areas in southern Benin(West Africa)with the presence of clays soil and gives an equation for predicting the unstable and stable area,and secondly shows that the proportion of percentage lime leading to the best performances varying between 2%and 3%.Finally,this paper shows that the sliding of a bank could be the consequence of the sudden receding water recorded in a valley. 展开更多
关键词 soil characterization soil performance clay soil LIME landslide
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Mapping of Landslides and Other Catastrophic Processes in the Area of the Beichuan City(Sichuan Province,China) after the Earthquake of May 12~th 2008
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作者 Alexey Petrasov 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期72-73,共2页
The Wenchuan earthquake of 2008 in the Sichuan Province(China)is one of the most destructive earthquakes in recent years.It killed about 89 thousand people and caused considerable economic damage.In the first phase of... The Wenchuan earthquake of 2008 in the Sichuan Province(China)is one of the most destructive earthquakes in recent years.It killed about 89 thousand people and caused considerable economic damage.In the first phase of research the main objective was in detailed image interpretation and mapping of the territory of a key site around Beichuan City,at the initial stage of adaptation of the natural-technical environment after the catastrophic earthquake.For this purpose we used 展开更多
关键词 landslideS Beichuan dammed LAKE geomorphological MAPPING
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