Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Geo-information Science》 2004-02
Add to Favorite Get Latest Update

A Study on the Remote Sensing Inversion of Ocean Chlorophyll Concentration by Using Neural Network Method

HUANG Haiqing, HE Xianqiang, WANG Difeng, PAN Delu(Key Lab of Ocean Dynamic Processes and Satellite Oceanography, SIO, SOA, PRC, Hangzhou 310012, China)  
One of the tasks of ocean color remote sensing is the measurement of marine primary production variation with time and space, whose important index is chlorophyll concentration of phytoplankton. The study on the inversion model of chlorophyll by remote sensing has been carried out for more than 30 years, and the main method is based on the ratio of blue and green channels. With the development of new ocean color remote sensors and new inversion methodology, the method based on fluorescence line high and neural network has being developed. In this paper, the neural network inversion is studied by means of the data set of global chlorophyll and in-situ radiance which was collected by SeaWiFS Bio-Optical Algorithm Mini-Workshop (SeaBAM). Finally, the result by neural network in the study is compared with that by Sea BAM’s empirical inversion.
【Fund】: 863青年基金项目2002AA639490资助。
【CateGory Index】: TP183
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 7 Hits
1 LE Feng-feng,NING Xiu-ren(Second Institute of Oceanography,SOA,Laboratory of Marine Ecosystem and Biogeochemistry,SOA,Hangzhou 310012,China);Variations of the phytoplankton biomass in the northern South China Sea[J];Journal of Marine Sciences;2006-02
2 Pan Delu,Bai Yan(State Key Laboratory of Satellite Ocean Environment Dynamic,Second Institute of Oceanography,State Oceanic Administration,Hangzhou 310012,China);Advances on the application of ocean color remote sensing engineering in China[J];Engineering Sciences;2008-09
3 WANG Fan~(1,2),ZHOU Bin~1,XU Jian-ming~1,LING Zai-ying~1(1.College of Environmental and Resource Sciences,Zhejiang University,Hangzhou 310029,China;2.College of Life and Environmental Sciences,Hangzhou Normal University,Hangzhou 310036,China);Remote Sensing Inversion Mode of Suspended Particles Concentration in Hangzhou Bay Based on in situ Measurement Spectrum[J];Environmental Science;2008-11
4 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
5 JIANG Gang~1,XIAO Jian~1,ZHENG Yong-kang~1,SONG Chang-lin~2(1.School of Information Science and Technology,Southwest Jiaotong University,Chengdu Sichuan 610031,China;2.School of Electric Engineering,Xihua University,Chengdu Sichuan 610039,China);Retrieve the oceanic chlorophyll-a concentration in case I water by support vector machine[J];Computer Applications;2005-10
6 JIANG Gang~(1,2) XIAO Jian~1,ZHENG Yong-Kang~1,SONG Chang-Lin~2(1.School of Electric Engineer,Southwest Jiaotong University,Chengdu 610031,China;2.School of Manufacturing Science and Engineering,Southwest University of Science and Technology,Mianyang 621010,China);Use Ocean Color Remote Sensing Data to Retrieve Chlorophyll-a Concentration Based on Statistic Learning Theory[J];Periodical of Ocean University of China;2006-04
7 PAN Delu1,BAI Yan1 1.State Key Laboratory of Satellite Ocean Environment Dynamic,Second Institute of Oceanography,State Oceanic Administration,Hangzhou 310012,China;Progress in the application of ocean color remote sensing in China[J];海洋学报(英文版);2008-04
【Citations】
Chinese Journal Full-text Database 2 Hits
1 Li Guosheng Shao Yubin (Institute of Geography, CAS, Beijing 100101);REMOTE SENSING OF OCEANIC PRIMARY PRODUCTIVITY AND ITS GIS ESTIMATION MODEL[J];ACTA GEOGRAPHICA SINICA;1998-06
2 Pan Delu , J. F. R. Gower and Lin Shouren( Second Institute of Oceanography, SOA, Hangzhou) ( Institute of Ocean Sciences, Canada);A STUDY OF BAND SELECTION FOR FLUORESCENCE REMOTE SENSING OF OCEAN CHLOROPHYLL A[J];Oceanologia Et Limnologia Sinica;1989-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HAN Jing 1,HOU Yi-xiang 2 (1.Maanshan Electric Power Supply Bureau, Maanshan 243000,China; 2. Anhui Electrical Engineering Professional Technique College, Hefei 230022, China);Reactive Power Optimization of Power System Based on Modified Genetic Algorithm[J];;2004-01
2 JIA De-xiang1,HAN Jing2(1.State Power Economic Research Institute,Beijing 100761,China;2.Maanshan Power Supply Company,Maanshan 243000,China;);Ultra-short Term Load Forecasting Based on Modified BP Network[J];Journal of Anhui Electrical Engineering Professional Technique College;2008-03
3 HUANG Ji-li, LEI Sheng (Department of Mathematics & Physics, Anhui Institute of Archtecture & Industry, Hefei,230022,China);Nitriding reaction process optimal control mathematical model research[J];Journal of Anhui Institute of Architecture;2005-03
4 HUO Hui-yu et al (College of Water Resource,Shenyang Agricultural University,Shenyang,Liaoning 110161);Application of BP Network in the Forecasting of Water Requirement[J];Journal of Anhui Agricultural Sciences;2006-21
5 MA Rui~1,LIU Yu-shu~2,DU Yan-hui~3 (1.School of Computer Software, Beijing Institute of Technology, Beijing100081, China; 2.Department of Computer Science and Engineering, School of Information Science and Technology, Beijing Institute of Technology, Beijing100081, China; 3.Department of Information Security Science, Chinese People's Public Security University, Beijing100038, China);Adaptive Resonance Theory Neural Network Based Intrusion Detection Approach[J];Journal of Beijing Institute of Technology;2004-08
6 QIAO Li-shan~1, WANG Yu-lan~1, ZENG Jin-guang~2 (1.Department of Information and Computing Science, Chengdu University of Technology, China; 2. Department of Information Management, Ningbo University, Ningbo, China);Discussion on methods of curve fitting in experimental data processing[J];Journal of Chengdu University of Technology(Science & Technology Edition);2004-01
7 LI Wu-lin,HAO Yu-jie(College of Computer Science & Engineering,UESTC,Chengdu 610054,China);Relationship between quantity of BP network hiding nodes and computation complexity[J];Journal of Chengdu University of Information Technology;2006-01
8 CHEN Min, LIU Jun (Hunan Insititute of Technology, Hengyang Hunan 421008);The Improvement of BP Neuralnetwork and Its Applications[J];;2005-02
9 FANG Xian-ming~(1,2), TANG De-shan~1 (1. College of Economics, Hehai University, Nanjing 210098, China; 2. Nanjing Institute of Technology, Nanjing 210013, China);Hopfield Network-based System Evaluating Credit Risks in Commercial Banks[J];Journal of Chongqing Institute of Technology;2003-06
10 YANG Fan-lin~~①,LIU Jing-nan~~②,ZHAO Jian-hu~~③,DU Zhi-xing~~①(①Geoinformation Science & college,Shangdong University of Science and Technology,Qingdong economic and technical development area,266510,China;②Presidential Secretariat,Wuhan University,Wuhan,430072,China;③School of Geodesy and Geomatics,Wuhan University,Wuhan,430079,China);Seabed texture classification using BP neural network based on GA[J];Science of Surveying and Mapping;2006-02
China Proceedings of conference Full-text Database 10 Hits
1 Yao Huanjiong Zhang Changwen Wang Wei (Ningbo territorial institute of surveying and mapping);The Fitting of 3D Scan Data Based on BP Neural Network[A];[C];2008
2 YAO Huanjiong,ZU Chaoshu, LI Bo (Ningbo territorial institute of surveying and mapping);The Fitting of 3D Scan Data Based on BP Neural Network[A];[C];2008
3 Xu Liubing School of Computer,Nanjing University of Posts & Telecommunications,Nanjing 210003;Research on Neural Network Based P2P Traffic Identification[A];[C];2008
4 Wei Guifeng Tang Danling Research Center of Hydrobiology, Jinan University, Guangzhou 510632; South China Sea Institute of Oceanography, Guangzhou 510301;;Satellite remote sensing of chlorophyll concentration and red tides in Chinese marginal seas[A];[C];2005
5 Cao Shunan (1.College of Power and Mechanical Engineering,Wuhan University,Wuhan 430072);A Robust Adaptive Smith-PID Control Algorithm Based on BP Neural Network for Water Quality Adjusting System in Power Plant[A];[C];2007
6 Shi baoqiang Zhang hanmin Yang fenglin Meng fangang Zhang xingwen (School of Environmental and Biological Science and Technology,Dalian University of Technology,Dalian 116024,China);Prospective of artificial neural network in study of membrane fouling in membrane bioreactor[A];[C];2006
7 LIU Ben-qi DU Xuan-min (726 research institute,CSIC,Shanghai 201108,China);Cancellation of noise from towing ship using BP neural network[A];[C];2007
8 Wang ShengWu ( Businesss Administration in Population Resource and Revironment Shan Dong Normal University);The Evaluation of Land - value Based on Artificial Neural Networks[A];[C];2005
9 ;The effect for models by functions in stepwise regression[A];[C];2007
10 Wang Difeng~(1,2) Yu Long~2 Gong Fang~1 Pan Delu~1 Zhu Qiankun~1 ~1(Second Institute of Oceanography, SOA, Hangzhou 310012, China) ~2(Shanghai Institute of Technology and Physics, CAS, Shanghai 200083, China);Marine Airborne Multi-spectrum Scanner and Its Potentiality for Oceanic Remote Sensing[A];[C];2005
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Yi, LUO Yuan (Chongqing University of Posts and Telecommunications, Chongqing 400065,P.R.China);Research on urban traffic flow lntelligent prediction based on artificial neural network[J];Journal of Chongqing University of Posts and Telecommunications;2005-02
2 WU Hao-yong~1,CONG Yu-liang~1,WANG Hong-zhi~2 (1.College of Communication Engineering,Jilin University,Changchun 130025,China;2.College of Computer,Changchun University of Technology,Changchun 130012,China);Algorithm of Traffic Parameters Prediction Based on Neural Network[J];Journal of Changchun Post and Telecommunication Institute;2005-06
3 JIANG Xu-hui1,CHEN Xing-yi1,LAI Zu-long1,ZHANG Han-de2(1.China University of Geosciences,Wuhan 430074,China;2.North-Sea Substation of State Oceanic Administration,Qingdao 266033,China);The integration of airborne multi-sensor system for marine applications[J];Engineering of Surveying and Mapping;2007-01
4 ZHANG Sui~1, HE Bao-in~2 (1.Yangze River Scientific Research Institute, Wuhan 430010,China; 2.Institute of Geodesy & Geophysics, Chinese Academy of Sciences, Wuhan 430077, China);Remote sensing quantitative analysis on red tide of Changjiang estuary water[J];Journal of Yangtze River Scientific Research Institute;2004-03
5 CHENG Jiang1, HE Qing2, WANG Yuan-ye2, LIU Hong2, XIA Xiao-ming3 (1.Department of Environmental Science, East China Normal University, Shanghai 200062, China; 2.State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200062, China; 3.Second Institute of Oceanography, State Oceanic Administration, Hangzhou 310012, China);SPECTRUM ANALYSIS OF FLOCS DIAMETER IN THE CHANGJIANG ESTUARY[J];Resources and Environment in the Yangtze Basin;2005-04
6 NING Xiu\|ren,LIU Zi\|lin,CAI Yu\|ming (Second Institute of Oceanography, SOA, Key Lab of Submarine Science, SOA, Hangzhou 310012,China);A review on primary production studies for China seas in the past 20 years[J];DONGHAI MARINE SCIENCE;2000-03
7 YANG Tian\|zhu\+\{1,2\}, ZHANG Jun\|biao\+1, SHI Wei\|yong\+1(1Second Institute of Oceanography, SOA, Hangzhou 310012, China;20012,China);The characteristics of tidal current distribution in Zhapu section of the Hangzhou Bay[J];Donghai Marine Science;2002-04
8 RU Rong\|zhong(Second Institute of Oceanograph, SOA, Hangzhou 310012,China);The statistical analysis of suspended sediment particle sizes in the Hangzhou Bay[J];Donghai Marine Science;2002-04
9 YOU Ai\|ju, YU Jiong, YU Ting\|ting(Zhejiang Institute of Hydraulics and Estuary, Hangzhou 310020,China);Stochastic characteristic of the maximum tide level in Qiantang River downstream[J];Donghai Marine Science;2003-01
10 CHEN Qian\+\{1,2\},HUANG Da\|ji\+1, ZHANG Ben\|zhao\+2, WANG Min\|fang\+1 (1 Second Institute of Oceanography, SOA, Key Lab of Ocean Dynamic Processes and Satellite Oceanography, SOA, Hangzhou 310012, China;2 Department of Mechanics, Zhejiang Univiersity, Hangzhou 310027,China);Characteristics of the tidal current and residual current in the seas adjacent to Zhejiang[J];Donghai Marine Science;2003-04
【Secondary References】
Chinese Journal Full-text Database 5 Hits
1 LI Li,WANG Hui,LUO Buchiren,HE Juan(State Key Laboratory of Marine Geology,Tongji University,Shanghai 200092,China);THE CHARACTERIZATIONS AND PALEOCEANOGRAPHIC SIGNIFICANCES OF ORGANIC AND INORGANIC CARBON IN NORTHERN SOUTH CHINA SEA DURING PAST 40 KA[J];Marine Geology & Quaternary Geology;2008-06
2 CHEN Zhong-wei1,2,ZHANG Ling-jiang2,WANG Hong-bin2,LIAO Ning-fang3,LIANG Xin-gang1 (1.School of Aerospace,Tsinghua University,Beijing 100084,China;2.Ship Institute of NAA,Beijing 100161,China;3.National Laboratory of Color Science and Technology,Beijing Institute of Technology,Beijing 100081,China);Measuring sea color with eight-channel spectral imaging[J];Journal of Harbin Engineering University;2010-03
3 LIU Da-zhao1,ZHANG Chen-guang2,FU Dong-yang1,SHEN Chun-yan1(1.Guangdong Ocean University,Zhanjiang 524088,China;2.College of Earth Sciences,Guilin University of Technology,Guilin 541004,China);Hyperspectral data-based remote-sensing inversion model for suspended sediment in surface waters at the Pearl River Estuary[J];Marine Sciences;2010-07
4 ZHANG Cuixia1,2,3,ZHANG Wuchang1,3,XIAO Tian1 1 Key Laboratory of Marine Ecology and Environmental Sciences,Institute of Oceanology,Chinese Academy of Sciences,Qingdao 266071,China2 Graduate University of Chinese Academy of Sciences,Beijing 100049,China3 Laboratory of Marine Ecosystem and Biogeochemistry,SOA,Hangzhou 310012,China;Ciliate abundance and biomass in northern South China Sea in October 2007[J];Acta Ecologica Sinica;2010-04
5 LI Tao1,2,LIU Sheng1,WANG Gui-fen1,CAO Wen-xi1,HUANG Liang-min1,LIN Qiu-yan1 (1. LED and LMB,South China Sea Institute of Oceanology,Chinese Academy of Sciences,Guangzhou 510301,China; 2 Tropical Marine Biological Research Station in Hainan,Chinese Academy of Sciences,Sanya 572000,China);Species composition of phytoplankton and its distribution in the northern South China Sea in autumn 2004[J];Journal of Tropical Oceanography;2010-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved