东平湖水体透明度的遥感反演研究Remote sensing inversion of water transparency in Dongping Lake
刘延龙,张保华,姚昕,张怀珍,冯若昂
摘要(Abstract):
针对传统水体透明度测量方法不仅耗时费力,而且在时间和空间的监测中也会受到很大的限制,只能了解研究区域内点状剖面的透明度状况,但是遥感技术的发展为解决传统采样方法的局限性问题提供了可能。该文在分析内陆湖泊水体光学特征的基础上,利用三期Landsat8 OLI影像数据及准同期的地面实测数据,寻找与东平湖水体透明度敏感的波段,对东平湖丰、平、枯水期水体透明度的进行遥感反演研究。结果表明,OLI影像B3、B4波段的反射率与实测的透明度数据之间具有良好的相关关系,并以此为基础建立了该区域水体透明度遥感反演模型。结果表明:模拟值与实测值的总体相对误差为19.77%,均方根误差为19.35cm,模型精度在可以接受的范围之内;由于受围网养殖、叶绿素a含量等因素的影响,东平湖透明度总体呈现出南低北高的分布趋势。据此绘制了东平湖丰、平、枯水期水体透明度分布图。
关键词(KeyWords): 水体透明度;东平湖;Landsat8 OLI;遥感反演
基金项目(Foundation): 国家自然科学基金项目(41301544);; 中国博士后科研基金项目(2015M571831);; 岩溶动力学重点实验室基金项目(KDL201506);; 山东省自然科学基金项目(ZR2012DQ003)
作者(Author): 刘延龙,张保华,姚昕,张怀珍,冯若昂
DOI: 10.16251/j.cnki.1009-2307.2018.07.012
参考文献(References):
- [1]贾军梅,罗维,杜婷婷,等.近十年太湖生态系统服务功能价值变化评估[J].生态学报,2015,35(7):2255-2264.(JIA Junmei,LUO Wei,DU Tingting,et al.Valuation of changes of ecosystem services of Tai Lake in recent 10years[J].Acta Ecologica Sinica,2015,35(7):2255-2264.)
- [2]秦伯强,张运林,高光,等.湖泊生态恢复的关键因子分析[J].地理科学进展,2014,3(7):918-924.(QIN Boqiang ZHANG Yunlin,GAO Guang,et al.Analysis of key factors of lake ecological restoration[J].Progress in Geography,2014,3(7):918-924.)
- [3]KLOIBER S M,BREZONIK P L,BAUER M E.Application of Landsat imagery to regional-scale assessments of lake clarity[J].Water Research,2002,36(17):4330-4340.
- [4]MCCULLOUGH I M,LOFTIN C S,SADER S A.Combining lake and watershed characteristics with Landsat TM data for remote estimation of regional lake clarity[J].Remote Sensing of Environment,2012,123:109-115.
- [5]OLMANSON L G,BAUER M E,BREZONIK P L.A20-year Landsat water clarity census of Minnesota’s10000lakes[J].Remote Sensing of Environment,2008,112(11):4086-4097.
- [6]赵碧云,贺彬,朱云燕,等.滇池水体中透明度的遥感定量模型研究[J].环境科学与技术,2003,26(2):16-17.(ZHAO Biyun,HE Bin,ZHU Yunyan,et al.Remote sensing quantitative model of transparency in water of Dianchi[J].Environmental Science and Technology,2003,26(2):16-17.)
- [7]邬国锋,刘耀林,纪伟涛.基于TM影像的水体透明度反演模型-以鄱阳湖国家自然保护区为例[J].湖泊科学,2007,19(3):235-240.(WU Guofeng,LIU Yaolin,JI Weitao.Landsat TM image-based retrieval model of water clarity:a case study of Lake Poyang National Nature Reserve,China[J].Lake Sciences,2007,19(3):235-240.)
- [8]DUAN Hongtao,MA Ronghua,ZHANG Yuanzhi,et al.Remote-sensing assessment of regional inland lake water clarity in northeast China[J].Limnology,2009,10(2):135-141.
- [9]刘学利,姚昕,董杰,等.东平湖水环境研究进展与展望[J].中国农学通报,2016,32(11):82-87.(LIU Xueli,YAO Xin,DONG Jie,et al.Water environment of Dongping Lake[J].Chinese Agricultural Science Bulletin,2016,32(11):82-87.)
- [10]KLOIBER S M,BREZONIK P L,OLMANSON L G et al.A procedure for regional lake water clarity assessment using Landsat multispectral data[J].Remote Sensing of Environment,2002,82(1):38-47.
- [11]乔延利,郑小兵,王先华,等.卫星光学传感器全过程辐射定标[J].遥感学报,2006,10(5):616-623.(QIAO Yanli,ZHENG Xiaobing,WANG Xianhua,et al.Whole-process radiometric calibration of optical remote sensors[J].Journal of Remote Sensing,2006,10(5):616-623.)
- [12]曾群,张海东,陈晓玲,等.MERIS影像水环境遥感大气校正算法评价:以鄱阳湖叶绿素a浓度反演为例[J].湖泊科学,2016,28(6):1306-1315.(ZENG Qun,ZHANG Haidong,CHEN Xiaoling,et al.Evaluation on the atmospheric correction methods for water color remote sensing by using MERIS image:a case study on chlorophyll-a concentration of Lake Poyang[J].Lake Sciences,2016,28(6):1306-1315.)
- [13]ZHANG Yunlin,YIN Yan,FENG Longqing,et al.Characterizing chromophoric dissolved organic matter in Lake Tianmuhu and its catchment basin using excitation-emission matrix fluorescence and parallel factor analysis[J].Water Research,2011,45(16):5110-5122.
- [14]陈军,王保军,孙记红,等.基于Landsat/TM影像提取太湖CDOM浓度空间分布[J].光谱学与光谱分析,2011,31(1):34-38.(CHEN Jun,WANG Baojun,SUN Jihong,et al.Study on colored dissolved organic matter concentration retrieved from Landsat/TM imagery at Taihu Lake[J].Spectroscopy and Spectral Analysis,2011,31(1):34-38.)
- [15]段洪涛,张柏,宋开山,等.长春南湖水体透明度高光谱定量模型研究[J].中国科学院研究生院学报,2006,23(5):633-639.(DUAN Hongtao,ZHANG Bo,SONG Kaishan,et al.Evaluation of secchi disk transparency by using field spectral measurements in Nanhu Lake,Changchun[J].Journal of the Graduate School of the Chinese Academy of Sciences,2006,23(5):633-639.)
- [16]MANTAS V,PEREIRA A,NETO J,et al.Monitoring estuarine water quality using satellite imagery:the Mondego river estuary(Potugal)as a case study[J].Ocean&Coastal Management,2013,73:1-9.
- [17]WU Guofeng,DE L J,SKIDMORE A K,et al.Comparison of MODIS and Landsat TM5images for mapping tempo-spatial dynamics of Secchi disk depths in Poyang Lake National Nature Reserve,China[J].International Journal of Remote Sensing,2008,29(8):2183-2198.
- [18]王学军,马延.应用遥感技术监测和评价太湖水质状况[J].环境科学,2000,21(6):65-68.(WHANG Xuejun,MA Yan.The application of remote sensing technology in monitoring the water quality of Taihu Lake[J].Environmental Science,2000,21(6):65-68.)
- [19]姚昕,孙将凌,董杰,等.东平湖CDOM的光谱吸收特征及环境指示意义[J].光谱学与光谱分析,2016,36(10):3232-3236.(YAO Xin,SUN Jiangling,DONG Jie,et al.Absorption characteristics and environmental significance of dissolved organic matter in Lake Dongping[J].Spectroscopy and Spectral Analysis,2016,36(10):3232-3236.)
- [20]MOREL A,MARITORENA S.Bio-optical properties of oceanic water-a reappraisal[J].Journal of Geophysical Research,2001,106(C4):7163-7180.
- [21]MOREL A,GENTILI B.Radiation transport within oceanic(case 1)water[J].Journal of Geophysical Research,2004,109(C6):C06008.
- [22]程新良,吴志旭,张百荣.新安江水库透明度与叶绿素a浓度反演模式初步探讨[J].中国环境监测,2012,28(4):114-117.(CHENG Xinliang,WU Zhixu,ZHANG Bairong.A preliminary study model inversion of transparency and chlorophyll-a in the Xinanjiang reservoir[J].Environmental Monitoring in China,2012,28(4):114-117.)
- [23]徐京萍,张柏,蔺钰,等.结合高光谱数据反演吉林石头口门水库悬浮物含量和透明度[J].湖泊科学.2007,19(3):269-274.(XU Jingping,ZHANG Bo,LIN Yu,et al.Estimating total suspended sediments concentrations and transparency with hyper-spectral reflectance in Shitoukoumen Reservoir,Jilin Province[J].Lake Sciences,2007,19(3):269-274.)
- [24]王代堃,国巧真.天津滨海新区地表水悬浮物浓度遥感反演研究[J].测绘科学,2016,41(5):67-71.(WANG Daikun,GUO Qiaozhen.Remote sensing retrieval of surface water suspended matters concentration[J].Science of Surveying Mapping,2016,41(5):67-71.)
- [25]王书航,姜霞,王雯雯,等.蠡湖水体悬浮物的时空变化及其影响因素[J].中国环境科学,2014,34(6):1548-1555.(WANG Shuhang,JIANG Xia,WANG Wenwen,et al.Spatial-temporal dynamic changes of the water suspended matter and its influencing factors in Lihu Lake[J].China Environmental Science,2014,34(6):1548-1555.)
- [26]张运林,秦伯强,陈伟民,等.太湖水体透明度的分析、变化及相关分析[J].海洋湖沼通报,2003(2):30-36.(ZHANG Yunlin,QIN Boqiang,CHEN Weimin,et al.Distribution,seasonal variation and correlation analysis of the transparency in Taihu Lake[J].Transactions of Oceanology and Limnology,2003(2):30-36.)
- [27]陈心胜,谢永宏,李峰,等.洞庭湖封闭河口区与湖心区的基本生态特征:以六门闸至小西湖样带为例[J].生态与农村环境学报,2010,26(5):502-507.(CHEN Xinsheng,XIE Yonghong,LI Feng,et al.Comparison between enclosed estuary and centre of Dongting Lake in basic ecological characteristics-a case of study of sampling belt from Liumen Gate to Xiaoxi Lake[J].Journal of Ecology and Rural Environment,2010,26(5):502-507.)
- [28]李一平,逄勇,徐秋霞.动水条件下太湖水体透明度及其影响因子模拟[J].河海大学学报(自然科学版),2009,37(6):625-630.(LI Yiping,PANG Yong,XU Qiuxia.Simulation of transparency and its factors in Taihu Lake under hydrodynamic conditions[J].Journal of Hohai University(Natural Sciences),2009,37(6):625-630.)