潘应阳,国巧真,孙金华

• 1:天津城建大学地质与测绘学院
• 2:中国环境科学研究院环境信息研究所

摘要(Abstract)：

针对水体叶绿素a浓度反演问题,从反演所需的遥感数据源、主要研究区、主要研究单位以及反演模型4个方面,系统介绍了叶绿素a浓度遥感反演的发展现状,分析了现有水体叶绿素a遥感反演方法的优缺点,提出了目前存在的问题,并对水体叶绿素a浓度反演研究进行了展望。

关键词(KeyWords)： 叶绿素a;遥感;反演;水体

Abstract:

Keywords:

基金项目(Foundation): 天津市自然科学基金项目(13JCQNJC08600)

作者(Author): 潘应阳,国巧真,孙金华

DOI: 10.16251/j.cnki.1009-2307.2017.01.009

参考文献(References)：

• [1]杨煜,李云梅,王桥,等.基于环境一号卫星高光谱遥感的巢湖水体叶绿素a浓度反演[J].湖泊科学,2010,22(4):495-503.(YANG Yu,LI Yunmei,WANG Qiao,et al.Retrieval of chlorophyll-a concentration by threeband model in lake Chaohu[J].Journal of Lake Sciences,2010,22(4):495-503.)
• [2]王金梁,秦其明,李军,等.基于高光谱数据的水体叶绿素a指数反演模型的建立[J].农业工程学报,2014,30(3):128-134.(WANG Jinliang,QIN Qiming,LI Jun,et al.Water chlorophyll-a retrieval index based on hyperspectraldata[J].Transactions of the Chinese Society of Agricultural Engineering,2014,30(3):128-134.)
• [3]周方方.水库水体叶绿素a光学性质及浓度遥感反演模式研究[D].杭州:浙江大学,2011.(ZHOU Fangfang.Optical properties of chlorophyll-a in reservoir water and its concentration inversion models by remote sensing[D].Hangzhou:Zhejiang University,2011.)
• [4]HOOGENBOOM H J,DEKKER A G,ALTHUIS I A.Simulation of AVIRIS sensitivity for detecting chlorophyll over coastal and inland waters[J].Remote Sensing of Environment,1998,65(3):333-340.
• [5]闻建光.太湖水体叶绿素a遥感监测模型研究[D].长春:吉林大学,2005.(WEN Jianguang.Study on remoting sensing monitoring model of water chlorophyll-a inTaihu[D].Changchun:Jilin University,2005.)
• [6]HOOGENBOOM H J,DEKKER A G,DE J F.Retrieval of chlorophyll and suspended matter in inland waters from CASI data by matrix inversion[J].Canadian Journal of Remote Sensing,1998,24(2):144-152.
• [7]KALLIO K L.Feasibility Of airborne imaging spectrometry for lake monitoring—A case study of spatial chlorophyll a distribution in two meso-eutrophic lakes[J].International Journal of Remote Sensing,2003,24(19):3771-3790.
• [8]RANDOLPH K,WILSON J,TEDESCO L,et al.Hyperspectral remote sensing of cyanobacteria in turbid productive water using optically active pigments,chlorophyll a and phycocyanin[J].Remote Sensing of Environment,2008,112(11):4009-4019.
• [9]HARVEY E T,KRATZER S,PHILIPSON P.Satellite-based water quality monitoring for improved spatial and temporal retrieval of chlorophyll-a in coastal waters[J].Remote Sensing of Environment,2015,158(1):417-430.
• [10]THIEMANN S,KAUFMANN H,TANIS F J.Determination of chlorophyll content and trophic state of lakes using field spectrometer and IRS-1Csatellite data in the mecklenburg lake district,Germany[J].Remote Sensing of Environment,2000,73(2):227-235.
• [11]唐军武,马超飞,牛生丽,等.CBERS-02卫星CCD相机资料定量化反演水体成分初探[J].中国科学,2005,35:156-170.(TANG Junwu,MA Chaofei,NUI Shengli,et al.Study on the quantitative inversion of water body composition by CBERS-02satellite CCD camera[J].Science China,2005,35:156-170.)
• [12]QI L,HU C,DUAN H,et al.An EOF-based algorithm to estimate chlorophyll a concentrations in taihu lake from MODIS land-band measurements:implications for near real-time applications and forecasting models[J].Remote Sensing,2014,6(11):10694-10715.
• [13]莫登奎,严恩萍,洪奕丰,等.基于Hyperion的东洞庭湖水质参数空间分异规律[J].中国农学通报,2013,29(5):192-198.(MO Dengkui,YAN Enping,HONG Yifeng,et al.Research on the spatial variation of water quality parameters in east dongting lake based on hyperion[J].Chinese Agricultural Science Bulletin,2013,29(5):192-198.)
• [14]KISHINO M,ISHIZAKA J,TANAKA A.Retrieval of chlorophyll a,suspended solids,and colored dissolved organic matter in Tokyo Bay using ASTER data[J].Remote Sensing of Environment,2005,99(1):66-74.
• [15]TEBBS E J,REMEDIOS J J,HARPER D M.Remote sensing of chlorophyll-a as a measure of cyanobacterial biomass in Lake Bogoria,a hypertrophic,saline-alkaline,flamingo lake,using Landsat ETM02+[J].Remote Sensing of Environment,2013,135(4):92-106.
• [16]MOSES W J,GITELSON A A,BERDNIKOV S,et al.Operational MERIS-based NIR-red algorithms for estimating chlorophyll-a concentrations in coastal waters—the azov sea case study[J].Remote Sensing of Environment,2012,121(138):118-124.
• [17]OGASHAWARA I,ALCNTARA E,CURTARELLI M,et al.Performance Analysis of MODIS 500 mspatial resolution products for estimating chlorophyll-a concentrations in oligo-to meso-trophic waters case study:Itumbiara reservoir,Brazil[J].Remote Sensing,2014,6(2):1634-1653.
• [18]刘忠华.基于高分数据的太湖重点污染入湖河流叶绿素a浓度遥感反演[D].南京:南京师范大学,2012.(LIU Zhonghua.Remote sensing inversion of chlorophyll a in typical polluted rivers of taihu based on high spatial resolution data[D].Nanjing:Nanjing Normal University,2012.)
• [19]马荣华,唐军武,段洪涛,等.湖泊水色遥感研究进展[J].湖泊科学,2009,21(2):143-158.(MA Ronghua,TANG Junwu,DUAN Hongtao,et al.Progress in lake water color remote sensing[J].Journal of Lake Sciences,2009,21(2):143-158.)
• [20]CARPENTER D J,CARPENTER S M.Modeling inland water quality using Landsat data[J].Remote Sensing of Environment,1983,13(83):345-352.
• [21]PARK Y,CHO K H,PARK J,et al.Development of early-warning protocol for predicting chlorophyll-a concentration using machine learning models in freshwater and estuarine reservoirs,Korea[J].Science of the Total Environment,2015,502:31-41.
• [22]黄耀欢,江东,庄大方,等.汤逊湖水体叶绿素浓度遥感估测研究[J].自然灾害学报,2012,21(2):215-222.(HUANG Yaohuan,JIANG Dong,ZHUANG Dafang,et al.Research on remote sensing estimation of chlorophyll concentration in water body of Tangxun Lake[J].Journal of Natural Disasters,2012,21(2):215-222.)
• [23]程春梅,韦玉春,王国祥,等.使用光谱平滑提高浑浊水体叶绿素a浓度估算模型的应用精度[J].遥感技术与应用,2013,28(6):941-948.(CHENG Chunmei,WEI Yuchun,WANG Guoxiang,et al.Using spectral smoothing method to improve the validation precision of the chlorophyll-a estimation model in turbidity water[J].Remote Sensing Technology and Application,2013,28(6):941-948.)
• [24]王桥,杨煜,吴传庆.环境减灾-1A卫星超光谱数据反演叶绿素a浓度的模型研究[J].航天器工程,2009,18(6):133-137.(WANG Qiao,YANG Yu,WU Chuanqing.Study of retrieving models for chlorophyll-a concentration based on HJ-1A HIS image[J].Spacecraft Engineering,2009,18(6):133-137.)
• [25]安如,刘影影,曲春梅,等.NDCI法Ⅱ类水体叶绿素a浓度高光谱遥感数据估算[J].湖泊科学,2013,25(3):437-444.(AN Ru,LIU Yingying,QU Chunmei,et al.Estimation of chlorophyll-a concentration of caseⅡwaters from hyperspectral remote sensing data in NDCI method[J].Journal of Lake Sciences,2013,25(3):437-444.)
• [26]YU G,YANG W,MATSUSHITA B,et al.Remote estimation of chlorophyll-a in inland waters by a NIRRed-Based algorithm:validation in asian lakes[J].Remote Sensing,2014,6(4):3492-3510.
• [27]GIARDINO C,BRANDO V E,DEKKER A G,et al.Assessment of water quality in Lake Garda(Italy)using Hyperion[J].Remote Sensing of Environment,2007,109(2):183-195.
• [28]杨伟,陈晋,松下文经.基于生物光学模型的水体叶绿素浓度反演算法[J].光谱学与光谱分析,2009,29(1):38-42.(YANG Wei,CHEN Jin,Mausushita Bunki.Algorithm for estimating chlorophyll-a concentration in caseⅡwater body based on bio-optical model[J].Spectroscope and Spectral Analysis,2009,29(1):38-42.)
• [29]黄昌春,李云梅,徐良将,等.内陆水体叶绿素反演模型普适性及其影响因素研究[J].环境科学,2013,34(2):525-531.(HUANG Changchun,LI Yunmei,XU Liangjiang,et al.Study on influencing factors and universality of chlorophyll-a retrieval model in inland water body[J].Environmental Science,2013,34(2):525-531.)
• [30]EL-ALEM A,CHOKMANI K,LAURION I,et al.Comparative analysis of four models to estimate chlorophyll-a concentration in case-2waters using MODerate resolution imaging spectroradiometer(MODIS)imagery[J].Remote Sensing,2012,4(8):2373-2400.