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《Hydrogeology & Engineering Geology》 2009-01
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Evaluation of shallow groundwater quality in Huainan based on support vector machine

XIA Qiong,QIAN Jia-zhong,CHEN Zhou(School of Natural Resources and Environmental Engineering,Hefei University of Technology,Hefei 230009,China)  
Groundwater quality evaluation is a problem with multi-factor classification and discrimination.This paper proposed a method of support vector machine used in water quality evaluation.This method is based on an idea of decision two-prong tree.The model of water environment quality evaluation based on support vector machine is established.The evaluation model is used to evaluate the shallow groundwater quality in Huainan with 75 water samples,and is compared with the fuzzy comprehensive evaluation method.The results are essentially in agreement with the fuzzy comprehensive evaluation method.The model is of lots of virtues such as less samples demanded,modeling convenience and universality as well as good practical value.
【Fund】: 国家自然科学基金资助项目(40672154);; 教育部新世纪优秀人才支持计划项目(NCET-06-0541)
【CateGory Index】: X824
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Chinese Journal Full-text Database 7 Hits
1 LI Zhong-wei~1,WANG Li-chao~2(1 College of Software,Nankai University,Tianjin 300071,China;2 China Institute of Geo-Environmental Monitoring,Beijing 100081,China);On the optimal emergency plan alternatives selection based on the supporting vector machine[J];Journal of Safety and Environment;2009-05
2 CHEN Hai-tao1,LIANG Fu-shan2(1.North China Institute of Water Conservancy and Hydroelectric Power,Zhengzhou 450011,China;2.Dongbei University of Finance and Economics,Dalian 116023,China);Underground Water Level Prediction Based on Support Vector Machine[J];Journal of North China Institute of Water Conservancy and Hydroelectric Power;2011-02
3 CHEN Hai-yang,TENG Yan-guo,WANG Jin-sheng(College of Water Science,Beijing Normal University,Beijing 100875,China);Groundwater quality evaluation based on optimized model of decision-tree-based support vector machine[J];Journal of Computer Applications;2011-03
4 XU Li-gang1,YE Chang1,2,ZHANG Qi1,JIANG Jia-hu1,GAO Hai-ying2(1.State Key Laboratory of Lake Science and Environment,Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences,Nanjing 210008,China;2.Southeast University,Nanjing 210096,China);Application of fuzzy pattern recognition for the comprehensive assessment of groundwater quality[J];Hydrogeology & Engineering Geology;2011-05
5 CHEN Jie;TANG Hui;QIAN Hui;School of Environmental Science of Engineering,Chang'an University;Key Laboratory of Subsurface Hydrology and Ecology in Arid Areas,Ministry of Education;;Effects of index range variation on entropy weight in water quality assessment[J];Hydrogeology & Engineering Geology;2013-05
6 GAO Yue;BIAN Jianmin;ZHANG Zhenzhen;Key Laboratory of Groundwater Resources and Environment,Ministry of Education,Jilin University;;Shallow Groundwater Quality Evolution and Status Evaluation in the Eastern Songnen Plain[J];Journal of China Hydrology;2014-04
7 CHEN Lin1,LIU Jun-min1,LIU Xiao-xue2(1 College of Water Resources and Architectural Engineering,Northwest A&F University,Yangling,Shaanxi 712100,China;2 Monitoring of Groundwater Resources in Shaanxi Province Administration,Xi'an,Shaanxi 710003,China);Application of Support Vector Machine in the groundwater quality evaluation[J];Journal of Northwest A & F University(Natural Science Edition);2010-11
Chinese Journal Full-text Database 7 Hits
1 XU Hong-min~(1,2),YANG Tian-xing~21.Department of Mathematics and Physics,Beijing Institute of Petrochemical Technology,Beijing 102617,China2.College of GeoExploration Science and Technology,Jilin University,Changchun 130026,China;Evaluation of Lake Water Quality Based on Classification Algorithms of Support Vector Machines[J];Journal of Jilin University(Earth Science Edition);2006-04
2 JIA Yinshan1, JIA Chuanying2 (1.Department of Computer , Liaoning University of Petroleum and Chemical Technology, Fushun 113001; 2. Lab of Simulation and Controls, Dalian Maritime University, Dalian 116026);A Weighted Support Vector Classification Algorithm[J];Computer Engineering;2005-12
3 WANG Xiao-dan, WANG Ji-qin (The Missile Institute, Air Force Engineering University, Sanyuan, Shaanxi 713800, China);Research and Application of Support Vector Machine[J];Journal of Air Force Engineering University(Natural Science Edition);2004-03
4 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
5 HUANG Zhi-hong~1,WU Peng-lin~2(1.Yuegang Water Supply Co.Ltd,Dongguang 523520,China;2.Water Conservancy college of TUT,Taiyuan 030024,China);Study of Water Quality Evaluation Way Based on BP Neural Network Model[J];Journal of Taiyuan University of Technology;2005-02
6 Zhu Jingping (College of Environmental Engineering, Southwest University Science and Technology);COMPARISON OF SEVERAL COMPREHENSIVE ASSESSMENT METHODS OF WATER ENVIRONMENTAL QUALITY[J];Journal of SWUST;2002-04
7 Li Yue Tao Limin Wen Xisen National University of Defense Technology, Changsha,410073;Support Vector Machines Based Approach for Ball Bearing Fault Detection and Classification[J];China Mechanical Engineering;2005-06
Chinese Journal Full-text Database 10 Hits
1 WANG Dong-xia1,ZHANG Nan2,LU Xiao-li(1.Department of Computer Science,Jiyuan Vocational and Technical College,Jiyuan 454650,China;2.Department of Mathematics,Northwest University,Xi'an 710127,China;3.School of Public Management,Northwest University,Xi'an 710127,China);Parameters selection of SVM based on breeding algorithm[J];Journal of Anhui University(Natural Sciences);2009-04
2 TAO Xiu-feng~1,TANG Shi-zhong~1,ZHOU Ming-zheng~2 (1.Dept.of Elec., Anhui University of Technology and Science, Wuhu 241000, China; 2.Dept. of Comp. Sci. & Engn., Anhui University of Technology and Science ,Wuhu 241000,China);A model and application of soft-sensor based on support vector machine[J];Journal of Anhui University of Technology and Science;2004-02
3 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
4 WU Su-hua (Jiangsu University,Zhenjiang,Jiangsu 212003);Study and Analysis on Detection of Soil Water Content Based on Least Squares Support Vector Machine[J];Journal of Anhui Agricultural Sciences;2009-09
5 WANG Wan-fen et al(Department of Urban Construction and Environment Science,West Anhui University,Luan,Anhui 237012);Research on Water Quality Assessment of the Reservoirs,Total Nitrogen and Total Phosphorus Forecast in Luan City[J];Journal of Anhui Agricultural Sciences;2009-14
6 CHEN Nian et al(Department of Computer Science,Chizhou College,Chizhou,Anhui 247000);Identification of Tea Quality Based on Chemical Composition Detection and SVM Classification[J];Journal of Anhui Agricultural Sciences;2010-15
7 MENG Cheng-cai (Soil and Water Conservation Station of Pengyang County in Ningxia,Pengyang,Ningxia 756500);Comprehensive Assessment on the Water Environment Quality of Surface Based on Set Pair Analysis-variable Fuzzy Set Model[J];Journal of Anhui Agricultural Sciences;2010-22
8 ZHANG Hong-lei(Institute of Earth Sciences and Mapping,East China University of Technology,Fuzhou,Jiangxi 344000);Study on the Warning of Land Use Based on Support Vector Machine[J];Journal of Anhui Agricultural Sciences;2010-35
9 Huang Yuanshun(Maanshan Iron & Steel Co.Ltd.);Automatic Early Warning Technology for Straightener[J];Anhui Metallurgy;2012-01
10 LIN Chun-li1,2,QI Xin3,WANG Ke-cheng3(1.College of Automation,Harbin Engineering University,Harbin 150001,China;2.School of Higher Vocational Education,University of Science and Technology Liaoning,Anshan 114051,China;3.School of Electric and Information Engineering,University of Science and Technology Liaoning,Anshan 114051,China);Application of SVM-KNN classifier on abnormal behavior detection[J];Journal of University of Science and Technology Liaoning;2010-05
China Proceedings of conference Full-text Database 10 Hits
1 Song Haiying ,Gui Weihua ,Yang Chunhua School of Information Science and Engineering,Central South University,Changsha,410083,P.R.China;Reduced Least Squares Support Vector Based on Kernel Partial Least Squares and Its Application Research[A];[C];2007
2 Gu Xiaojun1,2,Yang Shixi1,Qian Suxiang2 1.College of Mechanical and Energy Engineering,Zhejiang University,Hangzhou,310027,P.R.China2.College of Mechanical Engineering,Jiaxing University,Jiaxing,China,314001,P.R.China;On Rotary Machine's Multi-Class Fault Recognition Based on SVM[A];[C];2007
3 Lv Peng1,Liu Yibing2,Ma Qiang2,Wei Yufan2 1.School of Mathematics and Physics,North China Electric Power University,Beijing 102206,P.R.China2.Department of automatics,North China Electric Power University,Beijing 102206,P.R.China;Gear Intelligent Fault Diagnosis Based on Support Vector Machines[A];[C];2007
4 Jiang Minghui,Yuan Xuchuan School of Management,Harbin Institute of Technology,Harbin 150001,P.R.China;Personal Credit Scoring Model Based on SVM Optimized by GA[A];[C];2007
5 Han Lu 1,Yu Zhengtao 1,2,Deng Jinhui 1,Zhang Cheng 1,Mao Cunli 2,Guo Jianyi 1,2 1.The School of Information Engineering and Automation,Kunming University of Science and Technology,Kunming 650051,P.R.China 2.The Institute of Intelligent Information Processing,Computer Technology Application Key Laboratory of Yunnan Province,Kunming 650051,P.R.China;The Effects of Domain Knowledge Relations on Domain Text Classification[A];[C];2008
6 WU Jingzhu,LIU Cuiling,SUN Xiaorong 1.School of Computer Science and Information Engineering,Beijing Technology and Business University,Beijing 100048,P.R.China;Application of Support Vector Machines in Detection Technology Based on Near Infrared Spectroscopy[A];[C];2010
7 YIN Zhong,ZHANG Jianhua~* Department of Automation,East China University of Science and Technology,Shanghai 200237,P.R.China;Support Vector Machine Approaches to Classifying Operator Functional State in Human-Machine System[A];[C];2011
8 YANG Kun,JI Zhicheng Institute of Electrical Automation,Jiangnan University,Wuxi 214122,P.R.China;An Improved SVM-based Model with Peak Recognition for Electricity Demand Forecasting[A];[C];2011
9 JIN Chaobu~1,HU Gangqiang~2,SHI Guangzhi~1,LI Yuyang~1 (1.Navy Submarine Academy Qingdao 266071,China; 2.92815 Army of PLA,Ningbo 315717,China);A underwater target recognition method using the support vector machines[A];[C];2011
Chinese Journal Full-text Database 10 Hits
1 YU Chun-xia et al(North China University of Water Conservancy And Electric Power,Zhengzhou,Henan 450011);Application of GM(1,1) Majorized Mode in the Forecast of Groundwater Level[J];Journal of Anhui Agricultural Sciences;2008-12
2 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
3 SU Ying et al(College of Tourism and Resources Environment,Xianyang Normal College,Xianyang,Shaanxi 712000);Study on the Sustainable Utilization of Urban Water Resources in Water Deficit Cities of North China[J];Journal of Anhui Agricultural Sciences;2009-36
4 XU Ya-ping et al(Agro-Environmental Protection and Monitoring Institute of the Ministry of Agriculture,Tianjin 300191);Comparison between Two Bioassays in Monitoring and Evaluation of Water Quality[J];Journal of Anhui Agricultural Sciences;2012-09
5 WO Fei,CHEN Xiao-min,WU Hua-shan,LI Xue-chao(College of Resources and Environment Science,Nanjing Agricultural University, Nanjing 210095,China);Application of grey clustering method to rural groundwater quality evaluation in Tai-Lake Region[J];Journal of Safety and Environment;2006-04
6 DAI Ming-xin~(1,2),HU Yan-di~1,PENG Shi-tao~(1,2),BAI Zhi-peng~1 TIAN Yu~1,WANG Peng~1 1 College of Environmental Science and Engineering,Nankai University,Tianjin 300071,China;2 Laboratory of Environmental Protection in Water Transport Engineering,Tianjin Research Institute for Water Transport Engineering,Tianjin 300456,China;On assessing the water quality of Bohai Bay based on fuzzy math theory[J];Journal of Safety and Environment;2009-01
7 XIE Jun,HU Jun-chuan,DA Liang-long,LI Yu-yang (Underwater Acoustical Database Center,Naval Submarine Academy,Qingdao 266071,China);SVM Application in Pattern Classification[J];Ordnance Industry Automation;2009-10
8 LUO Dinggui 1,2) WANG Xuejun 1) GUO Qing 3) ( 1) College of Environmental Sciences, Peking University, Beijing, 100871; 2) Civil and Environmental Engineering Department, East China Institute of Technology, Fuzhou, 344000; 3) Department of electronics and automation, East China Institute of Technology, Fuzhou,344000);The Application of ANN Realized by MATLAB to Underground Water Quality Assessment[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2004-02
9 LI Ji-hong,ZHAO Tao(School of Management,Tianjin University,Tianjin 300072);On the Application of Priority Degree Evaluation Method in Performance Evaluation of Enterprise Informationization[J];Journal of Beijing Institute of Technology(Social Sciences Edition);2008-03
10 Qian Wenjing Deng Zhonghua(College of Information Management,Wuhan niversity,Wuhan,Hubei,430072);Cloud Computing and Management of Information Resource Sharing[J];Library and Information;2009-04
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 WANG Zhi-jun;SONG Wen-ting;MA Xiao-tong;State Key Laboratory Cultivation Base for Gas Geology and Gas Control (Henan Polytechnic University);School of Safety Science and Engineering,Henan Polytechnic University;School of Physics and Chemistry,Henan Polytechnic University;;An renovated comprehensive evaluation method for coal mining inherent safety management based on GA-SVC model[J];Journal of Safety and Environment;2014-03
2 LEI Peng1,2,XIAO Feng1,CHANG Xiao-lin2,YUAN Li3(1.Mid-south Design and Research Institute,China Hydropower Engineering Consulting Group Co, Changsha 410004,China;2.College of Water Resources and Hydroelectric Engineering, Wuhan University,Wuhan 430072,China;3.School of Hydraulic Engineering, Changsha University of Science and Technology,Changsha 410004,China);Lag monitoring model for groundwater table around reservoir[J];Journal of Changsha University of Science & Technology(Natural Science);2012-04
3 Hu Yaping,Dong Beibei,Jiang Hongli,Gu Xihui,Hong Paimin(Water Resources and Environment College,Zhengzhou University,Zhengzhou 450001);Comparison of the results of the small watershed rainfall erosion and sediment yield predicted by SVR and BP nerve network[J];Northern Environment;2013-01
4 SONG Ke, ZHAO Sheng, ZHANG Li, ZHU Ai-Yi, WU Chang-Wen (Marine Science College of Zhejiang Ocean University, National Engineering Research Center of Marine Facilities Aquaculture, Zhoushan, 316004);FUZZY COMPREHENSIVE ASSESSMENT ON WATER QUALITY OF LARIMICHTHYS CROCEA MARICULTURE AREAS AT DONGJI[J];Oceanologia et Limnologia Sinica;2013-02
5 AN Yu-xiang;Hebei Research Institute of Investigation & Design of Water Conservancy & Hydropower;;Application of Grey Clustering Methods in Water Quality Evaluation[J];Water Sciences and Engineering Technology;2014-02
6 YAN Bin;YANG Xiao;Shenyang Agricultural University,College of Water Conservancy;;Water quality evaluation and prediction of upstream of Dahuofang Reservoir in the Hunhe River based on the fuzzy comprehensive evaluation[J];South-to-North Water Transfers and Water Science & Technology;2015-02
7 ZHOU Mei;ZHANG Fei;Tashpolat Tiyip;GAO Yuxiao;Abdulla abliz;LI Rui;College of Resources and Environment Sciences,Xinjiang University;Key Laboratory of Oasis Ecology,Ministry of Education,Xinjiang University;General Institutes of Higher Learning Key Laboratory of Smart City and Environmental Modeling,Xinjiang University;;Spatial distribution of hydro—chemistry characteristics and water quality in Ebinur Lake Basin[J];Environmental Chemistry;2015-09
8 ZHANG Chunyan;ZHAN Lingzhi;HUA Enxiang;CHEN Jingying;GAO Bai;School of water Resources and Environmental Engineering,East China Institute of Technology;State Key Laboratory Breeding Base of Nuclear Resources and Environment;;Analysis on hydrochemical characteristics of groundwater in uranium tailing pond[J];Environmental Chemistry;2015-11
9 LIU Xin~1,LIU Kai-di~2,MA Li-tao~2 (1.Instituet of Remote Sensing Applications Chinese Academy of Sciences,Peking 100101,China) (2.Institution of Uncertainty Mathematics,Hebei University of Engineering,Handan 056038,China);The Reason Why Environmental Assessment Does Not Exist the Pollution Index Weight[J];Mathematics in Practice and Theory;2012-08
10 CHEN Jie;TANG Hui;QIAN Hui;School of Environmental Science of Engineering,Chang'an University;Key Laboratory of Subsurface Hydrology and Ecology in Arid Areas,Ministry of Education;;Effects of index range variation on entropy weight in water quality assessment[J];Hydrogeology & Engineering Geology;2013-05
China Proceedings of conference Full-text Database 1 Hits
1 YING Jiang-yong1,ZHOU Yu2(1.School of Economics and Management,Beijing University of Posts and Telecommunications,Beijing 100876,China;2.Telecommunication metrology center,MIIT P.R.China,Beijing 100083,China);The Application of Decision Tree Technology in Early Warning Model About the Communications Users[A];[C];2011
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Jin-ying~(1,2),YANG Tian-xing~(2),LI Ming~(3),JIAO Yu-ling ~(4)(1.College of Mathematics,Jilin University,Changchun 130012,China;2.College of GeoExploration Science and Technology,Jilin University,Changchun 130026,China;3. School of Science, Wuhan University of Science and Technology, Wuhan 430081,China;4.College of Applied Technology, Jilin University,Changchun 130022, China);A Weight Absolute Grey Correlation Degree andIt ’s Application in Evaluation of Water Quality Miyun Reservoir[J];Journal of Jiling University (Earth Science Edition);2005-01
2 WU Hong juan\+1,Lin ZI yang\+1,GAO Sheng lian\+2 (1.Institute of Reservoir Fisheries, Ministry of Water Resources,the Chinese Academy of Sciences,Wuhan 430079,China;\ 2.Wuhan University of Hydraulic & Electrical Engineering, Wuhan 430072,China);THE APPLICATION OF ARTIFICIAL NEURAL NETWORKS IN THE RESOURCES AND ENVIRONMENT[J];RESOURCES AND ENUIRONMENT IN THE YANGTZA BASIN;2000-02
3 ZHANG Wen-ge, LI Hui-an, CAI Da-ying;Artificial nerve network method of water quality evaluation[J];Water Resource & Hydropower of Northeast China;2004-10
4 Liu Huijuan, Qu Jiuhui (State Key Laboratory of Environmental Aquatic Chemistry, Research Center for Eco Environmental Sciences, Chinese Academy of Sciences, Beijing 100085,China);Water Quality Evaluation of the Three Gorges Reservoir Area[J];Chinese Journal of Enviromental Science;2002-01
5 LIU Shuo, et al(National Environmental Monitoring Centre of China, Beijing 100029,China);Comparison of several methods of environment quality evaluation using complex indices[J];ENVIRONMENTAL MONITORING IN CHINA;1999-05
6 Wang Fengdi (Sanming Environmental Monitoring Station,Sanming 365000);The Improvement of the Method of Environmental Quality Comprehensive Assessment[J];ENVIRONMENTAL MONITORING IN CHINA;1999-02
7 LI Xiao Li LIU Ji Min SHI Zhong Zhi (Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080);A Chinese Web Page Classifier Based on Support Vector Machine and Unsupervised Clustering[J];Chinese Journal of Computers;2001-01
8 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
9 LU Zengxiang, LI Yanda Department of Automation, Tsinghua University, Beijing 100084, China;Interactive support vector machine learning algorithm and its application[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1999-07
10 ZHANG Wen sheng,\ DING Hui,\ WANG Jue(Institute of Automation, The Chinese Academy of Sciences, Beijing 100080, China);Study on Computing the Support Vectors of Massive Data Based on Neighborhood Principle[J];Journal of Software;2001-05
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