Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Scientia Geographica Sinica》 2008-06
Add to Favorite Get Latest Update

Landslide Hazard Evaluation Based on GIS and SVM

FU Wen-jie(Putian University,Putian,Fujian 351100)  
The development of Geographic Information System(GIS) technology provides a new technical method for the evaluation of landslide risk.Support Vector Machine is the hotspot of machine-learning industry research,and has been applied successfully in many areas.By taking Xianyou County as an example,a new method for landslide hazard evaluation based on GIS and Support Vector Machines(SVM) is presented in this paper.It includes the basic principles and methods of SVM,selection and quantification of landslide hazard evaluation index,foundation of SVM model and the way to realize it.According to the actual situation of the research area,the quantification method has been stipulated separately for each of six selected appraisal indexes including the elevation,the gradient,the slope,the gneiss,the rainfall and the vegetation.The system of landslide geology disaster risk appraisal has been established,the special chart of each appraisal index has been obtained by the use of the geographic information system spatial analysis function.From the results of the appraisal,the extremely high-risk danger and the high-risk danger areas are basically located in the central and northwestern parts of the study area;the secondary risk in both sides of them.This distribution result has basically reflected the present situation of geological disaster in the research area.This method can be put in practice in geology hazard investigation.
【Fund】: 福建省科技厅青年人才项目“基于支持向量机的地质灾害危险性评价GIS系统”(2006F3111)资助
【CateGory Index】: P642.22;P208
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 2 Hits
1 LI Xie-hui1,2,WANG Lei3,TAN Ling-zhi4,ZHENG Yi5(1.Research Center of Yellow River Civilization and Sustainable Development,Henan University,Kaifeng,Henan 475001;2.College of Resource and Environment,Key Laboratory of Western China's Environmental Systems,Ministry of Education, Lanzhou University,Lanzhou,Gansu 730000;3.Plateau Atmosphere and Environment Key Laboratory of Sichuan Province,Chengdu Institute of Information Engineering,Chengdu,Sichuan 610225;4.Research Center of the Economy of the Upper Reaches of Yangtze River,Chongqing Technology & Business University,Chongqing 400067;5.Institute of Desert Meteorology,China Meteorological Administration,Urumqi,Xinjiang 830002);Study on Regional Risk Assessment of Flood Disaster in Catchment Area along Weihe River[J];Scientia Geographica Sinica;2009-05
2 FU Wen-jie (Department of Environmental and Life Sciences,Putian University,Putian,Fujian 351100,China);Probability Assessment of Geologic Disaster in Zhouning County by Fuzzy Support Vector Machine[J];Journal of Northwest Forestry University;2011-04
【Citations】
Chinese Journal Full-text Database 10 Hits
1 LI Kan, \ GAO Chun xiao, \ LIU Yu shu (Dept. of Computer Science and Engineering, Beijing Institute of Technology, Beijing100081, China);Support Vector Machine Based Hierarchical Clustering of Spatial Databases[J];Journal of Beijing Institute of Technology;2002-04
2 RUAN Shen yong, HUANG Run qiu (Chengdu University of Technology, China);APPLICATION OF GIS-BASED INFORMATION MODEL ON ASSESSMENT OF GEOLOGICAL HAZARDS RISK[J];Journal of Chengdu University of Technology;2001-01
3 YAN Man cun, WANG Guang qian, LIU Jia hong (Department of Hydraulic Engineering, Tsinghua University,Beijing 100084);GIS-Based Risk Assessment of the Debris Flows in the Lower Lancang River Watershed[J];Scientia Geographica Sinica;2001-04
4 TANG Chuan 1,2 , ZHU Da kui 1 (1.Department of Urban and Resources Sciences, Nanjing University, Nanjing,Jiangsu 210093; 2.Yunnan Provincial Institute of Geography, Kunming,Yunnan 650223);Assessment of Debris Flow Risk of Yunnan Province by Using GIS[J];Scientia Geographica Sinica;2002-03
5 CHENG Ning-Sheng~1,ZHANG Fei~2 (1.Institute of Mountain Hazards and Environment,Chinese Academy of Sciences,Chengdu,Sichuan 610041;2.Institute of Environment and Architecture,Sichuan University,Chengdu, Sichuan 610065);Movement and Deposit Characteristics of Typical Catastrophic Debris Flows by Rainstorm in the Mountainous Area of Southwestern China in 2003[J];Scientia Geographica Sinica;2006-06
6 YAN Man-Cun1,2,WANG Guang-Qian1 (1.Institute of River and Ocean,Department of Hydrology,Tsinghua University, Beijing 100084;2.First Institute,Second Artillery Academy of Equipment,Beijing 100085);Landslide Risk Assessment in the Lower Lancang River Watershed Using GIS Approach[J];Scientia Geographica Sinica;2007-03
7 YUAN Li-Feng(Department of Electronics and Information Science,Nanjing University of Posts and Telecommunications,Nanjing,Jiangsu 210003);Debris Flow Hazard Assessment Based on SVM[J];Scientia Geographica Sinica;2008-02
8 MA Yong, DING XiaoqingDepartment of Electronic Engineering, Tsinghua University, Beijing 100084, China);Face detection based on hierarchical support vector machines[J];Journal of Tsinghua University(Science and Technology);2003-01
9 JI Hui-feng ①②,JIANG Tao ②,ZHANG Jun ② (①Liaoning Technical University,FuXin 123000,China; ②Chinese Academy of Surveying and Mapping,Beijing 100039,China);Research on Database Construction for Loss Evaluation of Landslide Disaster Based on GIS[J];Remote Sensing Information;2005-01
10 XIANG Xi qiong, HUANG Run qiu (National Laboratory of Geohazards Prevention and Environmental Protection, Chengdu University of Technology, Chengdu\ 610059,China);Application of GIS-based artificial Neural Networks on assessment of geohazards risk[J];THE CHINESE JOURNAL OF GEOLOGICAL HAZARD AND CONTROL;2000-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 XIE Fei(Department of Physics and Electronic Engineering,Anhui Institute of Education,Heifei 230061,China);Support Vector Machine and Application Research[J];Journal of Anhui Institute of Education;2007-03
2 ZHAO Yin-bing et al(Geosciences College,Chengdu University of Technology,Chengdu,Sichuan 610059);Study on the Suitability of Residential Area in Jiulong County with GIS[J];Journal of Anhui Agricultural Sciences;2008-03
3 LI Shu-hua et al (College of Science,Huazhong Agricultural University,Wuhan,Hubei 430070);Study on the Early-warning of Aquatic Products Export Trade Risks in China Based on Support Vector Machine[J];Journal of Anhui Agricultural Sciences;2008-30
4 JIN Shi-xiong et al(Institute of Mountain Hazards and Environment,Chinese Academy of Sciences & Ministry of Water Conservancy,Chengdu,Sichuan 610041);Assessment on the Susceptibility of Landslide Based on the Method of Contributing Rate[J];Journal of Anhui Agricultural Sciences;2008-32
5 TIAN Feng-bin et al (Development and Application Research Center of GIS,Northwest Normal University,Lanzhou,Gansu 730070);Research on Grassland Disaster Assessment and Early-warning Information System in Gansu Province[J];Journal of Anhui Agricultural Sciences;2008-34
6 CHENG Wei et al(Key Lab.of Intelligent Computing & Signal Processing,Anhui University,Hefei,Anhui 230039);Application of Support Vector Machine in Forecast of Grain Yield[J];Journal of Anhui Agricultural Sciences;2009-08
7 ZHAO Wan-ming et al(College of Electronic Information Engineering,Southwest Petroleum University,Nanchong,Sichuan 637001);Rural Electricity Consumption Demand Forecasting Based on Support Vector Machine[J];Journal of Anhui Agricultural Sciences;2009-25
8 ZHANG Hua(Department of Geography,Shanghai Normal University,Shanghai 200234);Hazard Assessment on Rainstorm Water-logging Disasters Based on Scenario Simulation:A Case Study on Agricultural Land of Pudong New Area[J];Modern Agricultural Sciences and Technology;2011-12
9 LI Hua~(1,2),WU Jun-jun~3,LI Chang-fa~4,XU Heng-li~1 (1 School of Environmental Studies,China University of Geosciences, Wuhan 430074,China;2 Geological Environment Monitoring Institute of Henan Province,Zhengzhou 450016,China;3 School of Resources and Safety Engineering,Central South University, Changsha 410083,China;4 No.1 Geological Surveying Party, Henan Bureau of Geology and Mineral Exploration and Development, Luoyang 471023,Henan,China);BP neural network model and its application to the geological hazard warning in Henan[J];Journal of Safety and Environment;2010-02
10 Lu Xin,Wu Yue,Zhu Jiankai(Department of Civil Engineering,Logistical Engineering University of PLA,Chongqing 400041,China);Application of Classification Method in Stability Assessment of Small and Medium Landslides[J];Chinese Journal of Underground Space and Engineering;2010-06
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Wu Xiangyang(The Construction Quality Supervision Station of Ma’anshan City, Ma’anshan 243004,China);THE GREY CLUSTER APPRAISAL OF SLOPE ENGINEERING ROCK MASS[J];GEOLOGY OF ANHUI;1999-03
2 LI Jian-ping et al(Ningxia Key laboratory for meteorological disaster prevention and reduction,Yinchuan,Ningxia 750002);The Vegetation Classification of the Return Farmland to Woods or Forest Region in Shananxi-Gansu-Ningxia Based on SPOT/VEGETATION Data[J];Journal of Anhui Agricultural Sciences;2009-27
3 SONG Yang~(1,2),FAN Xiang-tao~2,LU Xian-cai~1(1.Department of Earth Sciences,Nanjing University,Nanjing 210093,China;2.Institute of Remote Sensing Applications,CAS,Beijing 100101, China);Landslide Calamity Research Using Multi-Temporal Remote Sensing Images and DEM Data——A Case Study of Xintan Landslide[J];Journal of Anhui Normal University(Natural Science);2006-03
4 WANG Zhi-wang~(1,2) LIAO Yong-long~2 LI Duan-you~2 (1.State Key Laboratory of Geological Processes and Mineral Resources,China University of Geosciences,Wuhan 430074,China; 2.Key Laboratory of Geotechnical Mechanics and Engineering of Ministry of Water Resources,Yangtze River Scientific Research Institute,Wuhan 430010,China);Zonation of Landslide Hazards Based on Logistic Regression[J];Chinese Journal of Underground Space and Engineering;2006-S2
5 CHEN Xiaoli 1),3)QI Shengwen 2)YE Hong 1)(1)Institute of Geology,China Earthquake Administration,Beijing,100029;2)Institute of Geology and Geophysics,Chinese Academy of Sciences,Beijing,100029);Fuzzy Comprehensive Study on Seismic Landslide Hazard Based on GIS[J];;2007-02
6 CHEN Xiaoli~1,RAN Hongliu~1,QI Shengwen~21.Institute of Geology,China Earthquake Administration,Beijing 100029;2.Institute of Geology and Geophysics, Chinese Academy of Sciences,Beijing 100029;;Triggering Factors Susceptibility of Earthquake-Induced Landslides in 1976 Longling Earthquake[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2009-01
7 WU Cai-yan~(1,2);QIAO Jian-ping~2.1 Environment and Resource College,Southwest University of Science and Technology,Mianyang City,Sichuan Province,621010,P.R.China;2 Institute of Mountain Hazards and Environment,Chinese Academy of Sciences,Chengdu,610041,P.R.China.;Relationship between landslide and lithology in the Three Gorges Reservoir Area based on GIS and information value model.[J];Journal of Beijing Forestry University;2007-06
8 DU Ling-tong;LI Guo-qi.Key Laboratory for Restoration and Reconstruction of Degraded Ecosystem in North-western China of Ministry of Education,Ningxia University,Yinchuan,750021,P.R.China.;Dynamic monitoring of eco-environment change over 1999—2006 in Yanchi County,Ningxia Hui Autonomous Region based on SPOT-VGT data[J];Journal of Beijing Forestry University;2008-05
9 LI Xue-ping, TANG Hui-ming (Faulty of Engineering, China University of Geosciences, Wuhan430074, China);Application of GIS-Based Grouped Data Logistic Model in Evaluation of Slope Stability[J];Journal of Jiling University (Earth Science Edition);2005-03
10 LI Xiu-zhen 1,2,3,KONG Ji-ming 1,2,WANG Cheng-hua 2,3 1.Key Laboratory of Mountain Hazards and Surface Processes,Chinese Academy of Sciences,Chengdu 610041,China 2.Institute of Mountain Hazards and Environment,Chinese Academy of Sciences,Chengdu 610041,China 3.Civil Engineering College,Southwestern Jiaotong University,Chengdu 610031,China;Application of Multi-Classification Support Vector Machine in the Identifying of Landslide Stability[J];Journal of Jilin University(Earth Science Edition);2010-03
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 YIN Lei-peng et al (Shaanxi Vocational & Technical College,Xi’an,Shaanxi 710100);Study on Flood Change of Weihe River over the Past 70 Years[J];Journal of Anhui Agricultural Sciences;2010-22
2 GU Liu-wan et al(School of Geographic Information and Tourism,Chuzhou University,Chuzhou,Anhui 239000);GIS-based Risk Zoning of Flood Hazard in Anhui Province[J];Journal of Anhui Agricultural Sciences;2011-27
3 ZHU Zhan-yong et al(Hebei Provincial Land Consolidation Service Center,Shijiazhuang,Hebei 050051);Mapping Analysis of Land-use Changes in Haihe River Basin[J];Journal of Anhui Agricultural Sciences;2012-14
4 ZHANG You,WANG Shao-qiang,GE Quan-sheng,ZHOU Lei(Key Laboratory of Ecosystem Network Observation and Modeling,Institute of Geographic Sciencesand Natural Resources Research,Chinese Academy of Sciences,Beijing 100101,China);RISK ASSESSMENT OF FLOOD DISASTER IN JIANGXI PROVINCE BASED ON GIS[J];Resources and Environment in the Yangtze Basin;2011-S1
5 LIU Feng-gui1,2,3,ZHANG Hai-feng2 CHEN Qiong4,2,ZHANG Yi-li3,ZHOU Qiang2,LI Chun-hua2 CAO Sheng-kui2(1.School of Geography,Beijing,Normal University,Beijing,100875;2 School of Life and Geographic Science,Qinghai Normal University,Xining,Qinghai,810008;3 Institute of Geographic Sciences and Natural Resources Research,Chinese Academy of Sciences,Beijing,100101;4 Center of Geographic Sciences,Peking University,Beijing,100871);The Characteristics of Natural Hazard Regional Combination Law along the Qinghai-Tibet Railway[J];Scientia Geographica Sinica;2010-03
6 WANG Zhe-sun1,JIN Ju-liang1,WEI Yi-ming2,WANG Zong-zhi3,ZHOU Yu-liang1 (1.School of Civil Engineering,Hefei University of Technology,Hefei,Anhui 230009,China;2.School of Management and Economic,Beijing Institute of Technology,China,Beijing 100081,China;3.State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering,Nanjing Hydraulic Research Institute,Nanjing,Jiangsu 210029,China);Application of Accelerating Genetic Algorithm to Parameter Estimation of Muskingum Flood Routing Model[J];Scientia Geographica Sinica;2010-06
7 ZHANG Chong1,ZHAO Jing-Bo1,2,ZHANG Shu-Yuan1 (1.College of Tourism and Environment,Shaanxi Normal University,Xi′an,Shaanxi 710062,China; 2.Center for Historeal Environment and Socio-Economic Development in Northwest China, Shaanxi Normal University,Xi′an,Shaanxi 710075,China);Flood Disaster of Weihe River Valley in Han Dynasty[J];Scientia Geographica Sinica;2011-09
8 TANG Wei-an 1,TIAN Hong 1,YANG Yuan-jian 2,LU Yan-yu 1,XU Guang-qing 1,WEN Hua-yang 1,WANG Sheng 1(1.Anhui Province Climate Center,Hefei,Anhui 230031,China;2.Anhui Institute of Meteorological Science,Hefei,Anhui 230031,China);Risk Zonation of Cold Disaster Based on GIS: A Case Study of Anhui Province[J];Scientia Geographica Sinica;2012-03
9 LIU Jian-fang,ZHA Xiao-chun(College of Tourism and Environmental Sciences,Shaanxi Normal University,Xi'an 710062,P.R.China);Study on Relationship between Flood Disasters and Ecoentironment in the Lower Reaches of the Weihe River since Historical Periods[J];Arid Zone Research;2012-03
10 REN Xiang-hui,LI Xiang-ping,LI Yan,YU Hao(School of Resource and Environment Science,Henan Institute of Science and Technology,Xinxiang 453003,China);Forecasting on historical data of Chilo suppressalis in paddy field based on support vector regression model[J];Guangdong Agricultural Sciences;2012-16
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Xi lin 1,2 (1.Department of Urban and Environmental Sciences, Peking University, Beijing 100871; 2.Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu, Sichuan 610041);Researh on Debris Flow Prevention Priority[J];Scientia Geographica Sinica;2001-02
2 YAN Man cun, WANG Guang qian, LIU Jia hong (Department of Hydraulic Engineering, Tsinghua University,Beijing 100084);GIS-Based Risk Assessment of the Debris Flows in the Lower Lancang River Watershed[J];Scientia Geographica Sinica;2001-04
3 LI Li juan, LI Hai bin, WANG Juan (Institute of Geographic Sciences and Natural Resources Research, the Chinese Academy of Sciences, Beijing 100101);Analysis on Hydrological and Water Quality Character and Their Spatial and Temporal Distribution in Lancangjiang River[J];Scientia Geographica Sinica;2002-01
4 TANG Chuan 1,2 , ZHU Da kui 1 (1.Department of Urban and Resources Sciences, Nanjing University, Nanjing,Jiangsu 210093; 2.Yunnan Provincial Institute of Geography, Kunming,Yunnan 650223);Assessment of Debris Flow Risk of Yunnan Province by Using GIS[J];Scientia Geographica Sinica;2002-03
5 LIU Jia-Hong, WANG Guang-Qian (Key Laboratory for Water and Sediment Sciences of Ministry of Education, Tsinghua University, Beijing 100084);The Assessment of Debris-flow Activity Degree Based on Remote Sensing Image[J];Scientia Geographica Sinica;2003-04
6 WANG Ya-Qiang~1, WANG Lan-Min~2, ZHANG Xiao-Ye~1 ronment, Chinese Academy of Sciences, Xi′an, Shaanxi 710075; 2.Lanzhou Institute of Seismology, China Seismological Bureau, Lanzhou, Gansu 730000);GIS Based Seismic Landslide Zonation of the Loess Plateau[J];Scientia Geographica Sinica;2004-02
7 WU Li~(1,2), ZHANG Wan-Chang~1, ZHANG Dong~1 ,ZHOU Jie~3 (1.International Institute for Earth System Science, Nanjing UniversityNanjing, Jiangsu 210093; 2.Department of Geography Information Engineering, Southeast University, Nanjing, Jiangsu 210008; 3.Stvironment, Chinese Academy of Sciences, Xi′an, Shaanxi 710075);Remote Sensing & GIS-Based Distributed Hillslope Stability:Quantitative Evaluation Model[J];Scientia Geographica Sinica;2004-04
8 WANG Xiao-Dan,ZHONG Xiang-Hao,FAN Jian-Rong,LI Hui-Xia (Institute of Mountain Hazards and Environment, Chinese Academy of Science and Ministry of Water Conservancy, Chengdu, Sichuan 610041);Study on the Morphological Characteristics of the Gully Heads in Yuanmou Basin, Arid River Valley of Jinsha River, China[J];Scientia Geographica Sinica;2005-01
9 ZENG Fan-Wei, XU Gang, LI Qing (The School of Resources and Environment Science, Southwest Normal University, Chongqing 400715);Critical Gradient and Debris Flow on Mountain Slope[J];Scientia Geographica Sinica;2005-02
10 YOU Wei-Hong~1,HE Da-Ming~2,GUO Zhi-Rong~1(1.School of Resource Environment and Earth Science,Yunnan University,Kunming,Yunnan 650091; 2.Asia International Rivers Center,Yunnan University,Kunming,Yunnan 650091);Correlation Characteristics Between Lancang River Flow Change and Precipitation Field Change in Yunnan[J];Scientia Geographica Sinica;2005-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved