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遥感技术与应用  2015, Vol. 30 Issue (2): 235-241    DOI: 10.11873/j.issn.1004-0323.2015.2.0235
模型与反演     
基于HJ-1卫星CCD数据的厦门海域叶绿素a浓度反演
郑高强,陈芸芝,汪小钦,陈曦
(福州大学 空间数据挖掘与信息共享教育部重点实验室,福建 福州350002)
The Chlorophyll-a Concentration Extraction of Xiamen Sea based on the HJ-1 Satellite Image
Zheng Gaoqiang,Chen Yunzhi,Wang Xiaoqin,Chen Xi
(Key Laboratory of Spatial Data Mining & Information Sharing of Ministry Education,Fuzhou University,Fuzhou 350002,China)
 全文: PDF(10921 KB)  
摘要:

针对HJ-1A/B卫星CCD数据,建立适合于厦门海域的叶绿素a浓度反演模型,将为持续监测该海域的赤潮提供时间序列的叶绿素a浓度数据。基于2013年7月31日厦门海域水体实测光谱与叶绿素a浓度同步测量数据,及HJ\|1B卫星CCD2光谱响应函数,对各波段遥感反射率与叶绿素a浓度的相关性进行比较,证实蓝、绿波段比值与叶绿素a浓度相关性最高。对OC3模型在内的5种模型的反演结果和实测叶绿素a浓度做相关性分析,发现各模型相关系数均达到0.7以上。利用2013年7月30日实测数据对同期厦门海域HJ-1B卫星CCD2数据叶绿素a浓度反演结果进行精度验证,结果表明本地化的10指数模型在反演叶绿素a浓度动态范围较大的区域具有更高的精度。

关键词: HJ-1B卫星CCD遥感监测叶绿素a浓度厦门海域    
Abstract:

For HJ-1 A/B satellite CCD data,The suitable inversion model of Xiamen sea area for chlorophyll a concentration is established based on HJ\|1 A/B satellite CCD data,which provides series time\|data of chlorophyll a concentration for monitoring the red tide in this area continuously.based on the measured spectrum data,the synchronous measured data of Xiamen sea waters and the spectral response function of HJ\|1B satellite CCD2,the correlation between each band’s reflectance and chlorophyll a concentration is compared confirming that the ratio of blue and green band is the highest correlation with chlorophyll concentration.The correlation analysis between the inversion results of five algorithm including OC3 and the measured chlorophyll a concentration is made,the resule shows that each model ‘s correlation coefficient is above 0.7.The chlorophyll a concentration inversion results of HJ-1B satellite CCD2 data on July 30,2013 were validated using the measured data of Xiamen sea during the same period,showing that the localized exponential

Key words: HJ-1 satellite    Remote sensing monitor    Chlorophyll-a concentration    Xiamen
收稿日期: 2013-10-08 出版日期: 2015-05-08
:  TP 79  
基金资助:

福建省科技计划重点项目(2012Y0047),福建省自然科学基金项目(2012J01166),福建省教育厅科技项目(JA12022),福州大学科研启动项目(022453)。

通讯作者: 陈芸芝(1982-),女,福建连江人,博士,助理研究员,主要从事资源与环境遥感研究。Email:chenyunzhi@fzu.edu.cn。    
作者简介: 郑高强(1988-),男,河南许昌人,硕士研究生,主要从事水色遥感研究。Email:563053689@qq.com。
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引用本文:

郑高强,陈芸芝,汪小钦,陈曦. 基于HJ-1卫星CCD数据的厦门海域叶绿素a浓度反演[J]. 遥感技术与应用, 2015, 30(2): 235-241.

Zheng Gaoqiang,Chen Yunzhi,Wang Xiaoqin,Chen Xi. The Chlorophyll-a Concentration Extraction of Xiamen Sea based on the HJ-1 Satellite Image. Remote Sensing Technology and Application, 2015, 30(2): 235-241.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2015.2.0235        http://www.rsta.ac.cn/CN/Y2015/V30/I2/235

[1]Gong Cailan,Yin Qiu,Kuang Dingbo,et al.Study on the Spectral Reflectivity Models of Different Water Quality Parameters in HuanPu River[J].Journal of Infrared and Millimeter Waves,2006,25(4):282-286.[巩彩兰,伊球,匡定波,等.黄浦江不同水质指标的光谱响应模型比较研究[J].红外与毫米波学报,2006,25(4):282-286.]

[2]Xu Jingping,Zhang Bai,Song Kaishan,et al.Estimation of Chlorophyll-a Concentration in Lake Xinmiao based on a Semi-analytical Model[J].Journal of Infrared and Millimeter Waves,2008,27(3):197-201.[徐京萍,张柏,宋开山,等.基于半分析模型的新庙泡叶绿素a浓度反演研究[J].红外与毫米波学报,2008,27(3):197-201.]

[3]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,2007,109:183-195.

[4]Gohin F,Loyer S,Lunven M,et al.Satellite-derived Parameters for Biological Modeling in Coastal Waters:Illustration over The Eastern Continental Shelf of The Bay of Biscay[J].Remote Sensing of Environment,2005,91(1):29-46.

[5]Wang Qimao,Ma Chaofei,Tang Junwu,et al.A Method for Detecting Red Tide Information Using EOS/MODES Data[J].Remote Sensing Technology and Application,2006,21(1):6-10.[王其茂,马超飞,唐军武,等.EOS/MODES 遥感资料探测海洋赤潮信息方法[J].遥感技术与应用,2006,21(1):6-10.]

[6]Mou Bing,Cui Tingwei,Cao Wenxi,et al.A Semi-analytical Monitoring Method during the Process of Red Tide based on Optical Buoy[J].Acta Optica Sinica,2012,32(2):11-18.[牟冰,崔廷伟,曹文熙,等.基于光学浮标的赤潮生消过程半分析监测方法[J].光学学报,2012,32(2):11-18.]

[7]Li Yunmei,Huang Jiazhu,Wei Yuchun,et al.Inversing Chlorophyll Concentration of Taihu Lake by Analytical Model[J].Journal of Remote Sensing,2006,10(2):169-175.[李云梅,黄家柱,韦玉春,等.用分析模型方法反演水体叶绿素的浓度[J].遥感学报,2006,10(2):169-175.]

[8]Li Yunmei,Wu Qiao,Zhao Shaohua,et al.Estimation of Chlorophyll a Concentration Using NIR/Red Bands of MERIS and Classification Procedure in Inland Turbid Water[J].IEEE Transactions on Geoscience and Remote Sensing,2012,50(3):988-997.

[9]Jiao Hongbo,Cha Yong,Li Yunmei,et al.Modelling Chlorophyll-a Concentration in Taihu Lake from Hyperspectral Reflectance Data[J].Journal of Remote Sensing,2006,10(2):242-248.[焦洪波,查勇,李云梅,等.基于高光谱遥感反射比的太湖水体叶绿素a含量估算模型[J].遥感学报,2006,10(2):242-248.]

[10]O’Reilly J E,Maritorena S,Mitchell B G,et al.Ocean Color Chlorophyll Algorithms for SeaWiFS[J].Journal of Geophysical Research,1998,103(11):24937-24953.

[11]Novoa S,Chust G,Saigarmnga Y,et al.Water Quality Assessment Using Satellite-derived Chlorophyll-a within The European Directives in The Southeastern Bay of Biscay[J].Marine Pollution Bulletin,2012,64(4):739-750.

[12]Zhu Li,Yao Yanjuan,Wu Chuanqing,et al.Remote Sensing Monitoring on Water Quality of Interior Water Body based on the HJ-1 Satellite Multi-spectral Data[J].Geographty and Geo-Information Science,2010,26(2):81-84.[朱利,姚延娟,吴传庆,等.基于环境一号卫星的内陆水体水质多光谱遥感监测[J].地理与地理信息科学,2010,26(2):81-84.]

[13]Yang Ting,Zhang Hui,Wang Qiao,et al.Retrieving for Chlorophyll-a Concentration and Suspended Substance Concentration based on HJ-1A HIS Image[J].Environmental Science,2011,32(11):3207-3214.[杨婷,张慧,王桥,等.基于HJ-1A卫星超光谱数据的太湖叶绿素a浓度及悬浮物浓度反演[J].中国环境科学,2011,32(11):3207-3214.]

[14]Wang Qiao,Wu Chuanqing,Li Qing.Environment Satellite 1 and Its Application in Environmental Monitoring[J].Journal of Remote Sensing,2010,14(1):104-121.[ 王桥,吴传庆,厉青.环境一号卫星及其在环境监测中的应用[J].遥感学报,2010,14(1):104-121.]

[15]Xi Hongyan,Zhang Yuanzhi,Qiu Zhongfeng,et al.A Semi-analytic Algorithm to Retrivev Chlorophyll-a Concentration in the Coastal Region of Hongkong and Its Vicinity[J].Journal of Lake Science,2009,21(2):199-206.[席红艳,张渊智,丘仲峰,等.基于半分析算法的香港临近海域叶绿素a浓度反演[J].湖泊科学,2009,21(2):199-206.]〖HJ2mm〗

[16]Chen Guobin.Automatic Monitoring of Akashiwo Sanguinea HAB Tong’an Bay,Xiamen[J].Marine Environmental Science,2012,31(3):391-394.[陈国斌.厦门同安湾海域血红哈卡藻赤潮前的自动监测研究[J].海洋环境科学,2012,31(3):391-394.]

[17]Xu Dazhi,Cao Wenxi,Wang Guifen.A Bio-optical Model for Retrieval of Chlorophyll-a Concentration in Northern South China Sea[J].Journal of Tropical Graphy,2007,26(2):15-21.[许大志,曹文熙,王桂芬.南海北部水体叶绿素a浓度反演的生物光学模型[J].热带海洋学报,2007,26(2):15-21.]

[18]Cao Zhenrui,Huang Bangqin,Liu Yuan,et al.Distribution Characteristics of Size-fractionated Chlorophyll A in Xiamen Waters[J].Journal of Oceanography In Taiwan Strait,2005,24(4):493-501.[曹振锐,黄邦钦,刘媛,等.厦门海域分粒级叶绿素a含量分布特征[J].台湾海峡,2005,24(4):493-501.]

[19]Tang Junwu,Tian Guoliang,Wang Xiaoyong,et al.The Me-thods of Water Spectral Measurement and Analysis I:Above-water Method[J].Journal of Remote Sensing,2004,8(1):37-43.[唐军武,田国良,汪小勇,等.水体测量与光谱分析 I:水面以上测量法[J].遥感学报,2004,8(1):37-43.]

[20]Zhang Zhiwei,Cao Anzhou,Rong Zengrui,et al.Analysis on The Characteristics of Ocean Color Spectral in The Taiwan Strait and Its Surrounding Area[J].Marine Science Bulletin,2012,31(1):80-87.[张志伟,曹安州,荣增瑞,等.台湾海峡及周边海域水色光谱特征性分析[J].海洋通报,2012,31(1):80-87.]

[21]Dekker A G,Malthus T J,Wijinen M M,et al.The Effect of Spectral Band Width and Positioning on the Spectral Signature Analysis of Inland Waters[J].Remote Sensing of Environment,1992,41(2/3):211-226.

[22]Kuang Da,Han Xiuzhen,Liu Xiang,et al.Quantitative Estimation of Taihu Chlorophyll-a Concentration Using HJ-1A and HJ-1B Imagery[J].China Environmental Science,2010,30(9):1368-1273.[旷达,韩秀珍,刘翔,等.基于环境一号卫星的太湖叶绿素a浓度提取[J].中国环境科学,2011,30(9):1268-1273.]

[23]Li Qingyang,Xiong Chao,Yi Dayi.Numerical Analysis(The Fourth Edition)[M].Wuhan:Huazhong University of Science and Technology Press,2006:64-67.[李庆阳,熊超,易大义.数值分析(第四版)[M].武汉:华中科技大学出版社,2006:64-67.]

[24]Li Yunmei,Wang Qiao,Lü Heng,et al.Taihu Lake Water Optical Properties and Water Color Remote Sensing[M].Beijing:Beijing Science Press,2010.[李云梅,王桥,吕恒,等.太湖水体光学特性及水色遥感[M].北京:北京科学出版社,2010.]

[25]Campbell J W.The Longnormal Distribution as Model for Bio-optical Variability in the Sea[J].Journal of Geophysical Research,1995,100(C7):13237-13254.

[26]Andre Morel,Yannick Huot,Bernard Gentili,et al.Examining the Consistency of Products Derived from Various Ocean Color Sensors in Open Ocean(Case 1)Waters in the Perspective of a Muti-sensor Approach[J].Remote Sensing of Environment,2007,111:69-88.

[27]Wang Ailian,Shi Xiaoyan.Statistics[M].Xi’an:Xi’an Jiao Tong University Press,2010.[王爱莲,史晓燕.统计学[M].西安:西安交通大学出版社,2010.]

[28]Zhou Pin,He Zhengfeng.MATLAB Numerical Analysis[M].Beijing:Beijing Mechanical Industry Publishing House,2009.[周品,何正风.MATLAB数值分析[M].北京:北京机械工业出版社,2009.]

[29]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.[程春梅,韦玉春,王国祥,等.使用光谱平滑提高浑浊水体时绿素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.]

[30]Lin Hui,Zhang Yuanbiao,Chen Jinmin.Europhication Assessment of Sea Water for Xiamen Sea Area[J].Journal of Oceanography in Taiwan Strait,2002,21(2):154-161.[林辉,张元标,陈金民.厦门海域水体富营养程度评价[J].台湾海峡,2002,21(2):154-161.]

[31]Zeng Gang.Characteristics of the Distribution of the Currents in the Xiamen Harbour[J].Journal of Oceanography in Taiwan Strait,1987,6(1):1-5.[曾刚.厦门港湾海流分布特征[J].台湾海峡,1987,6(1):1-5.]

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