Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Advance in Earth Sciences》 2005-02
Add to Favorite Get Latest Update

THE STUDY ON WATER QUALITY OF INLAND LAKE MONITORING BY REMOTE SENSING

L Heng~(1,2),JIANG Nan~1,LI Xin-guo~(1,2) (1.Nanjing Institute of Geography & Limnology ,Chinese Academy of Sciences, Nanjing 210008,China; 2.Graduate School of Chinese Academy of Sciences, Beijing 100039,China)  
The characteristic and theory of water quality of inland lake monitoring using remote sensing are addressed in this paper. Inland lake water quality remote sensing differs from ocean color remote sensing, which demands remote sensing data with high spatial spectral resolution and complex inversion algorithm. The advantages and disadvantages of three common methods of water quality quantity inversion: empirical model, bio-optical model, artificial neural network model are discussed in this paper. Empirical model is a simple and convenient model, but not an universal model, the model only fit to the given region and lake, and to construct the empiric model needs a lot of sampling data, furthermore the empirical model just only precisely retrieve the water quality parameters in the given range, and the retrieve precision will fall greatly beyond the range. Bio-optical model is an universal and robust model, which can retrieve water quality parameters only from radiance or reflectance on the remote sensor without the support of in-site data, However, this is based on the comprehension of the absorption coefficient, scatter coefficient and volume scatter of the pure water , suspended substance , chlorophyll and yellow substances. Neural network model is an efficient inversion way, which can simulate complex relation and utilize various kinds of remote sensing data, and which can deal with vast data in the litter time, but the neural network model is dependent on the training data and the model construction needs a lot of time and much experience. The neural network model is a “classifier” not an “extractor”. The factors determining water quality retrieval accuracy are also analyzed, the atmosphere plays an important role in the water quality parameters inversion, and the accurate atmosphere correction model must be developed for water quality remote sensing. Finally, the future directions and the key points in this filed are proposed, the water quality parameters solar reflection response rule should be carefully investigated and the spectral reflection database of characteristic water of China is supposed to build in the near future. Radar remote sensing and hyperspectral technology should be emphasized in the future research on the water quality remote sensing. In China, researches on the theory of bio-optical model and the measurement of absorption coefficient and scatter coefficient of water quality parameters of Chinese characteristic lakes ought to be strengthen.
【Fund】: 中国科学院知识创新工程重要方向项目“长江中下游洪水孕灾环境变化、致灾机理与减灾对策”(编号:KZCX3 SW 331 );; 江苏省自然科学基金项目“太湖藻类水华遥感监测与成因分析”(编号:BK2002149)资助.
【CateGory Index】: X832
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 10 Hits
1 Yu Huan,Lin Bo(Nanchang University,Nanchang 330032,China);The Application Of Remote Sensing Technology in Monitoring of Water Quality for Inland Lake[J];Environmental Science and Management;2007-07
2 ZHOU Zheng,HE Lian,LIU Liangming;Feasibility Study for Retrieval of Chlorophyll-a Concentration in Donghu Lake Using HJ-1 A/B CCD Data[J];Bulletin of Surveying and Mapping;2011-03
3 HUANG Yaohuan,WANG Hao,XIAO Weihua,QIN Dayong(China Institute of Water Resources and Hydropower Research,Beijing 100038,China);The Review of Inland Water Environment Monitoring Based on Remote Sensing[J];Progress in Geography;2010-05
4 WEI Qingyu1,2,JIANG Nan2,LU Heng2,WANG Sheng2(1 School of Geographic and Oceanographic Sciences,Nanjing University,Nanjing 210093,China;2 Nanjing Institute of Geography and Limnology,CAS,Nanjing 210008,China;3 College of Geographic Information Science,Nanjing Normal University,Nanjing 210097,China);The Modeling for Dynamic Blue-green Algae Blooms Prediction Based on Remote Sensing[J];Geo-Information Science;2008-02
5 LI Guoyan~(1,2),ZHANG Zhongyuan~3,ZHENG Yanfen~4 & LIU Xiaomei~1 (1:Nanjing Institute of Geography & Limnology,CAS,Nanjing 210008,PR.China) (2:Graduate School,Chinese Academy of Sciences,Beijing 100049,PR.China) (3:College of Environment and Planing,Henan University,Kaifeng 475004,P R.China) (4:Environment Management College of China,Qinhuangdao 066004,PR.China);Atmospheric correction of MODIS and its application in cyanobacteria bloom monitoring in Lake Taihu[J];Journal of Lake Sciences;2008-02
6 YANG Yu,LI Yunmei,WANG Qiao,WANG Yanfei,JIN Xin,YIN Bin & ZHANG Hong (Key Laboratory of Virtual Geographic Environment,Ministry of Education,Nanjing Normal University,Nanjing 210046,P.R.China);Retrieval of chlorophyll-a concentration by Three-band model in Lake Chaohu[J];Journal of Lake Sciences;2010-04
7 DAI Wen,LIANG Hong (School of Geographic and Environment Science,Guizhou Normal University,Guiyang 550001,China);Monitoring water pollution of Hongfeng lake in Guiyang based on remote sensing[J];Water Sciences and Engineering Technology;2009-05
8 ZHANG Yu-chao~1,QIAN Xin~1,QIAN Yu~1,LIU Jian-ping~1,KONG Fan-xiang~2(1.State Key Laboratory of Pollution Control and Resource Reuse,School of the Environment,Nanjing University,Nanjing 210093,China;2.Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,China);Quantitative Retrieval of Chlorophyll a Concentration in Taihu Lake Using Machine Learning Methods[J];Environmental Science;2009-05
9 WEN Xiaole,XU Hanqiu Key Laboratory of Spatial Data Mining and Information Sharing,China's Ministry of Education,College of Environment and Resources,Fuzhou University,Fuzhou 350002;Remote sensing analysis of the spatial-temporal variations of suspended sediment in the lower Min River(Fuzhou portion) during the last two decades[J];Acta Scientiae Circumstantiae;2009-03
10 LIU Jian-ping~1,ZHANG Yu-chao~1,QIAN Xin~1,ZHANG Ning-hong~2,YU Jian-qiao~2 (1.State Key Laboratory of Pollution Control and Resource Reuse,School of the Environment,Nanjing University, Nanjing,jiangsu 210093,China;2.Jiangsu Environmental Monitoring Center,Nanjing,jiangsu 210036,China);Case Study on Application of Remote Sensing Technology to Monitoring Chlorophyll-a Levels in Taihu Lake[J];Environmental Monitoring and Forewarning;2009-02
China Proceedings of conference Full-text Database 1 Hits
1 WEN Xiaole,XU Hanqiu~* (Key Laboratory of Spatial Data Mining and Information Sharing,China's Ministry of Education,College of Environment and Resources,Fuzhou University,Fuzhou 350108,China);Remote Sensing Analysis of the Spatial-Temporal Variations of Suspended Sediments Concentration in the Lower Min River(Fuzhou Portion) in Recent Years[A];[C];2009
【Citations】
Chinese Journal Full-text Database 5 Hits
1 LI Sihai ①② ,WANG Hong ②,XU Weidong ① (①The State Key Laboratory of Estuary & Coast, East China Normal University, Shanghai 200062, China;②National Marine Data and Information Service,Tianjin 300071);RESEARCH AND PROGRESS IN SATELLITE OCEAN COLOR REMOTE SENSING[J];ADVANCE IN EARTH SCIENCES;2000-02
2 REN Jing ping 1,ZHAO Jin ping 2 (1. Institute of Oceanology, CAS, Qingdao 266071,China; 2. Second Institute of Oceanography, SOA, Hangzhou 310012,China)$$$$;PROGRESS AND PROSPECT OF OCEAN COLOR REMOTE SENSING IN CASE 2 WATERS[J];Advance In Earth Sciences;2002-03
3 She Fengning ;Cai Qiming (Nanjing Institute of Geography & Limnology , Chinese Academy of Sciences, Nanjing 210008);PRINCIPAL-COMPONENT-SUPERVISED CLASSIFICATION AND ITS APPLICATION TO IMAGE RECOGNITION OF WATER QUALITY[J];Journal of Lake Science;1997-03
4 Wang Jianping 1, Cheng Shengtong 1, Jia Haifeng 1,Wang Zhishi 2,Tang U Wa 2(1 Department of Environmental Science and Engineering, Tsinghua University, Beijing 100084,China;2 Faculty of Science and Technology,University of Macao,China);An Artificial Neural Network Model for Lake Color Inversion Using TM Imagery[J];Chinese Journal of Environmental Science;2003-02
5 ZHANG Ting_lu, HE Ming_xia (Ocean Remote Sensing Laboratory of Ministry of Education of China, Ocean Remote Sensing Institute, Ocean University of Qingdao, Qingdao\ 266003, China);A Method to Retrieve the Oceanic Chlorophyll-a Concentrations in Case I Water Based on Artificial Neural Network[J];Journal of Remote Sensing;2002-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SHAN Jing-fu JI You-liang (School of Ocean and Earth Science of Tongji University,Shanghai 200092,China);STUDY ON THE HETEROGENEITY OF RESERVOIR—WITH PI1-PI4 LAYER AT THE PUTAOHUA OIL SET AS AN EXAMPLE[J];Geology of Anhui;2006-02
2 TIAN Li,CAO An-zhao(The Dept. of Elec. Engn. , Anhui University of Technology and Science, Wuhu 241000, China);Prediction of electric power consumption in primary industry using ANFIS[J];Journal of Anhui University of Technology and Science;2004-04
3 TIAN Li,ZHANG Yu-cheng,CHEN Jun,WANG Jun(Dept.of Elec.Engn.,Anhui University of Science and Technology,Wuhu,241000 China);The application of adaptive network-based fuzzy inference system based on the gray theory in economy forecasting[J];Journal of Anhui University of Technology and Science(Natural Science);2006-02
4 GAO Hong,HOU Da-yin,LI Ze-ying,WANG Jun(1.Dept.of Mech.Engn.,Anhui University of Technology and Science,Wuhu 241000,China; 2.Dept.of Elec.Engn.,Anhui University of Technology and Science,Wuhu 241000,China;3.Dept.of Text.Engn.,Anhui University of Technology and Science,Wuhu 241000, China);Research and application of RBF neural network in fabric style[J];Journal of Anhui University of Technology and Science(Natural Science);2006-03
5 HU Yue, ZHANG Su-Zhan, YU Jie-Kai, LIU Jian, ZHENG Shu, HU XunCancer Institute, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, P.R.China;Diagnostic Application of Serum Protein Pattern and Artificial Neural Network Software in Breast Cancer[J];Chinese Journal of Cancer;2005-01
6 MA Xue-dong,YU Xiao-guang,LI Ling-ling(School of Mechanical Engineering,University of Science and Technology Liaoning,Anshan 114051,China);Prediction of BP network for temperature of BOF shell with Hi-Vap cooling[J];Journal of Anshan University of Science and Technology;2006-05
7 Yu Huan,Lin Bo(Nanchang University,Nanchang 330032,China);The Application Of Remote Sensing Technology in Monitoring of Water Quality for Inland Lake[J];Environmental Science and Management;2007-07
8 Zhang Zhiyong\ Zhu Xi (College of Civil Engineering and Architecture, Northern Jiaotong University,Beijing 100044);A Study of ANN Based Seismic Response Recognising System for Pile Foundation Bridge Pier[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1999-06
9 WANG Yun, ZHANG You tong (School of Vehicular & Transportation Engineering,Beijing Institute of Technology, Beijing 100081, China);Real-time Trouble Diagnose System of Electronic Control Diesel[J];Acta Armamentarll The Volume of Tank, Armored Vehicle and Engine;2000-04
10 ZHENG De-xiang;CHEN Ping-liu;LIAO Xiao-li;GUO En-ying;WU Gui-ying;LIN Xin-qin.Forestry College of Fujian Agriculture and Forestry University,Fuzhou,350002,P.R.China;Application of radial basis function networks to regional differentiation of forestland use[J];Journal of Beijing Forestry University;2009-S2
China Proceedings of conference Full-text Database 8 Hits
1 Li Da-jun, Cheng Peng-gen,Liu Bo (1.Geosciences and Geomatics University of East China Institute of Technology, Fuzhou 344000, China);Study on RBF network model used for GPS height conversion[A];[C];2007
2 XIN Wen-peng GONG Shi-yu (School of Information System & Management,National University of Defense Technology,Changsha 410073);Optimization of Equipment Maintenance Resources Allocation Based on DEA and ANN[A];[C];2007
3 Chen Gang, Zhang Yong, Wang Rui, Yang Si-qian (School of Matenals Science and Engineering. Northwestern Polytechnical University. Xi'an 710072, China);Research on Fuzzy neural network Control of Inverter Spot-Welding Power Supply Based on BP Arithmetic[A];[C];2006
4 Xiaoling Chen Zhongzhi Yuan Hong Song Yingzi Hou LiqiaoTian Honghua Liu and Baojun Zhang ( State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, P.R.China, 430079;Spatial Technical and Statistical based Coastal Water Environmental Management and Spatio-temporal Analysis[A];[C];2004
5 ZHANG Xiao-jing,LI Chang-you,LI Wei-ping,SHI Xiao-hong (College of Water Conservancy and Civil Engineering Inner Mongolia Agricultural University,Huhhot 010018,China );Water Quality Model in the Lake of Wuliangsuhai Based on BP Neural Network[A];[C];2009
6 ;海洋水色卫星遥感应用[A];[C];2008
7 Feng Xiangdong,Zheng Tiezhu 1.The Engineering &technical College of Chengdu University of Technology,Sichuan Leshan,P.R.China,6140072.The School of Mathematics and Statistics of Yunnan University,Yunnan Kunming,P.R.China,650091;Application of BP Neural Networks for Moving Target Detection under Complicated Background[A];[C];2011
8 PAN Bin~①CHEN Jianping~①LI Xiaoru~②(①College of Construction Engineering,Jilin University,Changchun 130026 )(②Tianjin Institute of Geological Survey,Tianjin 300191);APPLICATION OF A IMPROVED BP NEURAL NETWORK IN ANALYSIS OF ROCK SLOPE STABILITY[A];[C];2008
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 MAO Ying-dan et al(Zhejiang Water Resource and Hydropower College,Hangzhou,Zhejiang 310018);Research on the Land Resource Information Service System Based on WebGIS[J];Journal of Anhui Agricultural Sciences;2008-06
2 WANG Jia-quan,CHEN Zhong,WU Jun(Department of Resources and Environmental Sciences, Hefei University of Technology, Hefei 230009,China);STREAM WATER QUALITY MODELS AND ITS DEVELOPMENT TREND[J];Journal of Anhui Normal University(Natural Science);2004-03
3 FENG Xue-jun (School of Computer and Information Science,Anqing Teachers college,Anqing 246133,China);Research and Application of LS-SVM[J];Journal of Anqing Teachers College(Natural Science Edition);2009-01
4 Yu Huan,Lin Bo(Nanchang University,Nanchang 330032,China);The Application Of Remote Sensing Technology in Monitoring of Water Quality for Inland Lake[J];Environmental Science and Management;2007-07
5 GHULAM Abduwasit QIN Qiming ZHU Lijiang (Institute of Remote Sensing and GIS, Peking University, Beijing, 100871);6S Model Based Atmospheric Correction of Visible and Near-Infrared Data and Sensitivity Analysis[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2004-04
6 Tang Shihao Zhu Qijiang Yan Guangjian (Department of Resource and Environment Science, Beijing Normal University,100875, Beijing, China);THEORIES AND METHODS OF TERRESTRIAL PARAMETER EXTRACTION FROM REMOTE SENSING[J];Journal of Beijing Normal University(Natural Science);2001-02
7 WANG De-yu,FENG Xue-zhi(Department of Urban and Resources Sciences,Nanjing University,Nanjing 210093,China);Analysis of Temporal and Spatial Changes of Water Clarity Based on TM Image in the Estuary of Qiantang River[J];Journal of Jiangxi Normal University (Natural Sciences Edition);2005-02
8 LI Su-ju,WANG Xue-jun (MOE Laboratory for Surface Processes and College of Environmental Sciences,Peking University,Beijing100871,China);Relationship Between Suspended Matter Concentration and Spectral Reflectance of Chao Lake[J];Urban Environment & Urban Ecology;2003-06
9 WANG Cong-hua~(①②),SUN Jie~②,LIN Zong-jian~②(①College of Geo-Information Science & Engineering,Shandong Univ.of Science&Technology,Taian Shandong 271019,China;②Chinese Academy of Surveying and Mapping,Beijing 100039,China);Study and design of measurement and control information management system for UAV[J];Science of Surveying and Mapping;2005-04
10 CUI Hong-xia, LIN Zong-jian, SUN Jie;Research on UAV Remote Sensing System[J];Bulletin of Surveying and Mapping;2005-05
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 XIONG Chun-ni 1 TIAN Xiao-feng 2 TANG Ai-yi 3 WEI Hong-hui 1 (1Guangzhou Environment Monitoring Centre in Guangdong Province,Guangzhou Guangdong 510030; 2Guangzhou Guangya Experimental Middle School; 3Guangzhou Peiying Middle School);Review on Remote Sensing Monitoring of Cyanobacteria Bloom in China[J];Modern Agricultural Sciences and Technology;2010-09
2 Gu Liang,Zhang Yuchao,Qian Xin,Qian Yu(State Key Laboratory of Pollution Control and Resource Reuse,School of the Environment,Nanjing University,Nanjing 210093,China);Study on Retrieval of Chlorophyll-a Concentration by Remote Sensing in Taihu Lake[J];Environmental Science and Management;2007-06
3 Li Jiying,Xu Hengsheng,Weng Jianzhong,Wang Yachao(Suzhou Environmental Monitoring Central Station,SuZhou 215004,China);Consideration of Monitoring Cyanobacteria Bloom-forming in Shallow Lakes[J];Environmental Science and Management;2009-04
4 LIU Zhen-yu~①JIANG Tao~(①②) (①Department of Remote Sensing Science and Technology,Geomatics College,ShanDong University of Science and Technology,ShanDong Qingdao 266510,China;②Laboratory of Fundamental Geographic Information and Digital Technology,Key Laboratory of ShanDong,ShanDong Qingdao 266510,China);The resarch on the way of extracting Hu Moss on the basis of MODIS[J];Science of Surveying and Mapping;2008-S1
5 LIU Zhen-yu①,JIANG Tao ①② (①Department of Remote Sensing Science and Technology,Geomatics College,ShanDong University of Science and Technology,ShanDong Qingdao 266510,China; ②Laboratory of Fundamental Geographic Information and Digital Technology,Key Laboratory of ShanDong,ShanDong Qingdao 266510,China);The resarch on the way of extracting Hu Moss on the basis of MODIS[J];Science of Surveying and Mapping;2008-S3
6 WANG Shen①②,JIANG Nan③,HU Bin③,WEI Qing-yu④,HU Xian-zhi⑤(①State Key Laboratory of Lake Science and Environment,Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,China;②Graduate School of Chinese Academy of Sciences,Beijing 100049,China;③Key Laboratory of Virtual Geographic Environment,MOE,Nanjing Normal University,Nanjing 210046;④School of Geographic and Oceanographic Sciences,Nanjing University,Nanjing 210093,China;⑤Institute of Space and Earth Information Science,Chinese University of Hong Kong,Hong Kong);Design and implementation of remote sensing information system for dynamic monitoring cyanobacteria bloom in Taihu Lake[J];Science of Surveying and Mapping;2010-02
7 GAI Li-ya①②,LIU Zheng-jun①,ZHANG Ji-xian①(①Key Laboratory of Mapping from Space of State Bureau of Surveying and Mapping,Chinese Academy of Surveying and Mapping,Beijing 100039,China;②Center for Hyd rogeology and Environmental Geology,CGS,Baoding 071051,China);Determination of chlorophyll concentration in Three Gorges Dam using CHRIS/PROBA image data[J];Science of Surveying and Mapping;2010-04
8 ZHOU Zheng,HE Lian,LIU Liangming;Feasibility Study for Retrieval of Chlorophyll-a Concentration in Donghu Lake Using HJ-1 A/B CCD Data[J];Bulletin of Surveying and Mapping;2011-03
9 FAN Ya-min1,HE Hua-chun2,CUI Yun-xia1,WU Tao1 (1.Jiangsu Academy of Environmental Science,Nanjing 210036,China;2.The Key Laboratory of Coast & Island Development of Ministry of Education,Nanjing University,Nanjing 210093,China);DYNAMIC ANALYSIS OF WATER AREA IN THE LAKE OF HONGZE BASIN[J];Resources and Environment in the Yangtze Basin;2010-12
10 Li Jihong,Liu Yitao(School of Forestry,Northeast Forestry University,Harbin 150040,P.R.China);Remote Sensing Analysis of Water Quality of Placer Gold Area in the Great Xing'an Mountains[J];Journal of Northeast Forestry University;2010-12
China Proceedings of conference Full-text Database 3 Hits
1 Jing Xia~(1,2),Huang Wenjiang~2,Wang Jihua~(2※),Wang Ting~2,Wang Jindi~1 (1.School of Geography,Beijing Normal University,Beijing 100875,China; 2.National Engineering Research Center for Information Technology in Agriculture,Beijing 100097,China);Water quality monitoring and trophic state evaluation in Miyun reservoir based on IRS-P6 remote sensing data[A];[C];2008
2 Lu Weikun Xie Guoqing (Yunnan Climate Center, in Kunming ,Yunnan 650034 );Extract information of distribution of chlorophyll-a from MODIS by using Remote sensing image fusion in Dianchi[A];[C];2008
3 Peng Cheng School of Computer Science, Shaanxi Normal University, Xi an 710062, China .Xi-Li Wang School of Computer Science, Shaanxi Normal University, Xi an 710062, China .;The Design and Implementation of Remote-sensing Water Quality Monitoring System Based on SPOT-5[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 3 Hits
1 LI Sihai ①② ,WANG Hong ②,XU Weidong ① (①The State Key Laboratory of Estuary & Coast, East China Normal University, Shanghai 200062, China;②National Marine Data and Information Service,Tianjin 300071);RESEARCH AND PROGRESS IN SATELLITE OCEAN COLOR REMOTE SENSING[J];ADVANCE IN EARTH SCIENCES;2000-02
2 Li Xuwen Ji Genshan Yang Jing(Jiang sn Enoironmental Information Center , Nanjing 210013);SATELLITE REMOTE SENSING OF PHYTOPLANKTON IN TAIHU LAKE[J];Journal of Lake Science;1995-01
3 ZHANG Xuqing ZHANG Shikui WU Yongsen XIA Daying (First Institute of Oceanography, SOA, Qingdao 266003,China);Progress in Research on Yellow substance in Seawater[J];JOURNAL OF OCEANOGRAPGY OF HUANGHAI &BOHAI SEAS;2000-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved