Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Water Resources and Power》 2010-04
Add to Favorite Get Latest Update

Research on Intelligent Evaluation of Lake and Reservoir Eutrophication Based on WEKA

YI Zhongqiang1,2 LIU Defu1,2(1.College of Water Conservancy and Environment,China Three Gorges University,Yichang 443002,China;2.Engineering Research Center of Eco-environment in Three Gorges Reservoir Region of Ministry of Education,China Three Gorges University,Yichang 443002,China)  
Based on WEKA platform,the intelligent model for assessment of eutrophication is developed by three kinds of machine learning classification algorithms.The nutrient status of twenty-four representative lakes and reservoirs in China are evaluated and analyzed comparatively using the proposed models.The results show that the proposed models have high resolution in grading eutrophication of lakes and reservoirs.Especially,the modeling method is simple to calculate speed and can be easily achieved without programming.Thus,the simple and effective methods had good application value in the field of lake and reservoir eutrophication assessment,and the research results provid scientific reference for the non-computer science researchers.
【Fund】: “十一五”国家科技支撑计划基金资助项目(2008BAB29B09);; 国家水体污染控制与治理科技重大专项子课题基金资助项目(2008ZX07104-004)
【CateGory Index】: TV213.3
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 9 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 Cai Qinghua (Institute of Hydoobiology, Chinese Academy of Sciences, Wuhan 430072);ON THE COMPREHENSIVE EVALUATION METHODS FOR LAKE EUTROPHICATION[J];Journal of Lake Science;1997-01
3 WANG Jiayang LI Zuoyong XIONG Jianqiu XU Tingting (Chengdu University of Information Technology,Chengdu 610041,P.R.China);Application of Hybrid Taboo Search to lake eutrophication evaluation[J];Journal of Lake Sciences;2007-04
4 Jiang Huohua\+1, Liang Dehua\+2 and Wu Zhenli\+2(1. Chian National environmental Monitoring center, Beijing\ 100029; 2. Urban and Environmental Science School of East northern Normoral College, Changchun Jilin 130024);Compasion of Comprehensive Assessment Method of River Water Quality[J];ARID ENVIRONMENTAL MONITORING;2000-03
5 ZOU Chang-wu~(1,3),JIN Xiang-can~2,XIONG Jian-qiu~(1,3),LI Zuo-yong~(1,3)1.Hydraulic Engineering Institute,Sichuan University,Chengdu 610065,China2.Chinese Research Academy of Environmental Sciences,Beijing 100012,China3.Environmental Engineering Department,Chengdu University of Information Technology,Chengdu 610041,China;Evolutionary Ant Colony Algorithm and Its Application in Evaluating the Eutrophic State of Lake[J];Research of Environmental Sciences;2006-05
6 Shu Jinhua(Nanjing Institute of Geography and Limnology, Academia Sinica 210008);ASSESSMENT OF EUTROPHICATION IN MAIN LAKES OF CHINA[J];Oceanologia Et Limnologia Sinica;1993-06
7 YUE Xiaona XU Qi LI Jianxin(Power School,North China Univ.of Water Conservancy and Electric Power,Zhengzhou 450011,China);Application of Modified RBF Neural Network in Fault Diagnosis of Hydro-generating Units[J];Water Resources and Power;2008-05
8 WANG Gui-zuo1,2,REN Li-liang1,WANG Bin3,YU Zhong-bo1 (1.State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University,Nanjing 210098,China;2.Development and Research Center,Ministry of Water Resources,Beijing 100038,China;3.College of Water Conservancy and Building Engineering,Northeast Agricultural University,Harbin 150030,China);Lake eutrophication evaluation model based on projection pursuit method[J];Water Resources Protection;2009-05
9 Lu Wenxi and Zhu Tingcheng ( National Laboratory of Grassland Ecological Engineering, Northeast Normal University, Changchun 130024).;Artificial neural network evaluation of lake eutrophication.[J];Chinese Journal of Applied Ecology;1998-06
Chinese Journal Full-text Database 10 Hits
1 CHANG Hui-qing et al(College of Agriculture,Henan University of Science and technology,Luoyang,Henan 471003);Study on Methods of Evaluation for Water Entrophication[J];Journal of Anhui Agricultural Sciences;2007-32
2 LI Yu-ying et al (College of Life Science and Technology,Nanyang Normal University,Nanyang,Henan 473061);Research on the Biological Monitoring of Water Source Areas in the Midline Project of Water Adjustment from South to North[J];Journal of Anhui Agricultural Sciences;2008-16
3 LI Lei et al (Institute of Natural Resources and Environmental Science Research,Henan University,Kaifeng,Henan 475001);Application of RBF Neural Network in the Surface Water Assessment in Pingdingshan City[J];Journal of Anhui Agricultural Sciences;2008-26
4 GAO Zheng-quan et al(School of Life Sciences,Shandong University of Technology,Zibo,Shandong 255049);Progress in Cyanobacteria Water Bloom in Fresh Water[J];Journal of Anhui Agricultural Sciences;2009-16
5 PAN Bo-ning~1,XU Jin~(2,3)(1.Nanjing Municipal Design and Research Institute,Nanjing?210008,China;2.Dept.of Environmental Engineering,Southeast University,Nanjing?210096,China;3.Nanjing Institute of Geography and Limnology,Chinese Academy of Science,Nanjing?210008,China);Investigation and Assessment of Water Pollution of Dagu River(reach in Qingdao)and some Countermeasures[J];Environmental Science and Management;2006-06
6 Yang Ming1,Wu Xiaogang2,Zhou Lianfeng2,Zhang Weihao2 (1.Garden Center of Wuhan University,Wuhan 430072,China;2.College of Resources and Environmental Sciences,Wuhan University,Wihan 430079,China);Study on the Capacity of Purification of Acorus Calamus L. in Eutrophic Water of Different Degree[J];Environmental Science and Management;2007-10
7 Huang Bijie1,Zhu Lin1,Lu Jindeng2,Li Tao1,Lang Yupeng1,Gao Wenbao1(1.College of Environmental Science and Engineer,Nankai University,Tianjin 300071,China; 2.School of Resources and Environment,Hubei University,Wuhan 430062,China);Research of Multi-technical Remediation Approach of Eutrophication Lakes in Cities[J];Environmental Science and Management;2008-07
8 Lu Weijun1,Zhang Tao2(1.Jiangsu International Cooperation Center for Environmental Economy and Technology,Nanjing 210024,China;2.Jiangsu Environmental Monitoring Center,Nanjing 210036,China);Comparison and Analysis of Several Appraisal Methods for River Water Quality[J];Environmental Science and Management;2009-06
9 DENG Xiao-ying1,2,LI Yue21.College of GeoExploration Science and Technology,Jilin University,Changchun 130026,China2.College of Communications Engineering,Jilin University,Changchun 130012,China;Support Vector Regression Based on Ricker Wavelet Kernel Function and Its Application to Seismic Prospecting Data Denoising[J];Journal of Jilin University(Earth Science Edition);2007-04
10 WU Min,LIU Zhi-yong,LI Zuo-yong(Chengdu University of Information Technology,Chengdu 610225,China);Evaluation of lake eutrophication based on Bayes method[J];Journal of Chengdu University of Information Technology;2008-05
China Proceedings of conference Full-text Database 1 Hits
1 ZHANG Rong~1 YANG Long-yuan~2 GU Xiao-hong~2 CUI Guang-bai~1 (1.College of Water Resources and Environment,HoHai University,Nanjing 210098,China; 2.Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,China);Study on the water environmental characters for spatial and temporal variation in the typical districts of Lake East Tal[A];[C];2007
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 YANG Xiao-hua~1, YANG Zhi-feng~(1,2), XIA Xing-hui~1, SHEN Zhen-yao~1, LI Jian-qiang~3 (1 Institute of Environmental Sciences, State Key Laboratory of Water Environment Simulation, Beijing Normal University, Beijing 100875, China; 2 Institute of Water Sciences, Key Laboratory for Water and Sediment Sciences Ministry of Education, Beijing Normal University, Beijing 100875, China; 3 Water Resources and Hydropower Planning and Design General Institute, MWR, Beijing 100011, China);Assessment model of water quality recoverability based on genetic projection pursuit and ladder shape curve[J];Journal of Safety and Environment;2004-02
2 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
4 Zhu Jiye Dou Yijian Fang Hongsong (Environmental Science Institute of Nanjing University,Nanjing 210093);Applying Study of Dynamic Matter-element Models of Synthetic Water Quality Forecast[J];URBAN ENVIRONMENT & URBAN ECOLOGY;1999-01
5 NI Chang?jian, DING Jing, LI Zuo?yong(Dept. of Hydraulic Eng., Sichuan University, Chengdu 610065,China);Immune evolutionary algorithm and its application to parametersoptimization in storm intensity formula[J];Journal of Yangtze River Scientific Research Institute;2002-06
6 GAN Yi-qun~1,GUO Yong-long~2(1.School of Environmental Studies, China University of Geosciences, Wuhan 430074, China;of Mining and Technology, Beijing 100083, China);EVALUATION ANALYSIS AND REMEDY STRATEGY FOREUTROPHICATION IN WUHAN LAKE DONGHU[J];Resources and Environment in the Yangtze Basin;2004-03
7 XIE Ping, Li De,CHEN Guang-cai, YE Ai-zhong (State Key Laboratory of Water Resources and Hydropower Engineering Science, Wuhan University, Wuhan 430072,China);A LAKE EUTROPHICATION STOCHASTIC ASSESSMENT METHOD BY USING BAYESIAN FORMULA AND ITS VERIFICATION[J];Resources and Environment in the Yangtze Basin;2005-02
8 Li Zuoyong(Chengdu Meteorological College)Li Jitao Chen Zhenpei(Sichuan Universiy);APPLICATION OF GREY SITUATION DECISION TO EUTROPHICATION ASSESSMENT OF WATER[J];Chongqing Environmental Science;1990-01
9 Li Zuoyong;Deng Xinmin;Zhang Huijun, (Chengdu Institute of Meteorology) Xiong Xiaozhen, (Institute of Atmospheric Physics, Academia Sinica);APPLICATI0N OF FUZZY NUMBER OPERATION TO IDENTIFYING TROPHIC TYPE OF LAKE[J];Chongqing Environmental Science;1990-05
10 Li Fanxiu,Xin Yan,Chen Wu (Chemical Engineering Dept.,Jianghan Petroleum Institute,Jingzhou 434102);Set Pair Analysis Method of Water Quality Eutrophication Assessment of Lakes[J];Chongqing Environmental Science;2000-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved