An Improved Land Target-Based Atmospheric Correction Method for Lake Taihu

被引:37
作者
Liu, Ge [1 ]
Li, Yunmei [1 ,2 ]
Lyu, Heng [1 ,2 ]
Wang, Shuai [1 ]
Du, Chenggong [1 ]
Huang, Changchun [1 ]
机构
[1] Nanjing Normal Univ, Minist Educ, Key Lab Virtual Geog Environm, Nanjing 210023, Jiangsu, Peoples R China
[2] Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing 210023, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Atmospheric correction; dark dense vegetation (DDV); inland waters; Lake Taihu; CORRECTION ALGORITHMS; CONSTITUENT RETRIEVAL; SPECTRAL OPTIMIZATION; MATTER CONCENTRATION; SEAWIFS IMAGERY; COASTAL WATERS; TURBID COASTAL; MERIS DATA; AEROSOL; REFLECTANCE;
D O I
10.1109/JSTARS.2015.2503800
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Land target-based atmospheric correction methods over inland waters are an effective alternative method for when the standard or improved atmospheric correction method that is based on water is invalid. The type of aerosol model that is selected and land dark target that is distinguished are two key factors that could determine the atmospheric correction's accuracy. We present an improved land target-based iterative method [denoted as dense dark vegetation (DDV)-WC] for the atmospheric correction of Moderate Resolution Imaging Spectroradiometer (MODIS) over Lake Taihu. The improvements include the use of aerosol models in Optical Properties of Aerosols and Clouds (OPAC), which fully consider the impact of relative humidity (RH) on aerosol properties, and a rigorous land dark target selection rule (DDV-WC-Selection). The DDV-WC algorithm includes three steps: the selection of DDV pixels from lakeshore areas, the retrieval of the aerosol optical thickness (AOT) at 550 nm (AOT550) for the selected DDV pixels, and the retrieval of the remote sensing reflectance (Rrs) over water. The AOT550 inversion accuracy of different aerosol models in OPAC is tested in Lake Taihu. The "continental clean model" has the best performance compared with five other aerosol models for every month of the year. Therefore, the aerosol model of the DDV-WC algorithm is fixed to the "continental clean model" in Lake Taihu because of its stable and excellent performance. When using the " continental clean model" to perform these retrievals, the DDV pixels selection (DDV-WC-Selection) in the DDV-WC method (MRE(Mean Relative Error) = 14.63%) is more reliable than the DDV pixels selection (DDV-Selection) in the MODIS V5.2 method (MRE = 17.24%). The atmospheric correction of MODIS indicates that this approach produces superior performance in the green and red bands but poor results in the near-infrared (NIR) and blue bands. The MRE is only 13.15% at 645 nm. These findings illustrate that the DDV-WC algorithm is a practical MODIS atmospheric correction method for inland turbid waters.
引用
收藏
页码:793 / 803
页数:11
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