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Retrieval of Chlorophyll- a using satellite and ground spectral data in Japanese and Sri Lankan water bodies

机译:利用日本和斯里兰卡水体中的卫星和地面光谱数据检索叶绿素a

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The suitability of a handheld spectrometer and ASTER satellite data for monitoring water quality in coastal waters of Sri Lanka and inland waters of Japan was tested in November 2010 to March 2012. In-situ Chlorophyll-a (Chl-a), turbidity, total suspended solid, secchi depth and reflectance data were measured at ASTER overpass times in Negombo estuary, Trincomalee bay, Puttalam and Chilaw lagoons, Sri Lanka, and in Lake Senba and Lake Kasumigaura, Japan. ASTER based Chl-a retrieval algorithms were developed support with in-situ Chl-a and MODIS OC3 Chl-a. The original MODIS Chl-a and the in-situ Chl-a were regressively analyzed for determination of a MODIS Chl-a correction equation because it may overestimate in tropical coastal waters. Then, three ASTER VNIR band ratios were compared for correlation with the corrected MODIS Chl-a and in-situ Chl-a. Finally, the regression equation of the ASTER band ratio, B1/B2, with highest correlation was used for generation of high-resolution Chl-a distribution maps. Significant correlation between the ratio of the reflectance peak at 705 nm and the Chl-a absorption at 678 nm and the in-situ Chl-a content was observed and these reflectance ratios were used to establish spectrometric Chl-a estimation algorithms. The proposed algorithms successfully determined localized environmental effects in the study areas. ASTER-based high resolution Chl-a distribution maps will be derived more precisely by further correction of these algorithms, which will be useful in mitigate impacts of the environment change in those coastal and inland water environments.
机译:从2010年11月至2012年3月,测试了手持式光谱仪和ASTER卫星数据在监测斯里兰卡沿海水域和日本内陆水域水质方面的适用性。原位叶绿素a(Chl-a),浊度,总悬浮液在斯里兰卡尼甘布河口,亭可马里湾,Puttalam和Chilaw泻湖,日本森巴湖和霞浦浦湖的ASTER立交时间测量了固体,secchi深度和反射率数据。开发了基于ASTER的Chl-a检索算法,以支持原位Chl-a和MODIS OC3 Chl-a。对原始的MODIS Chl-a和原位Chl-a进行回归分析,以确定MODIS Chl-a校正方程,因为它可能在热带沿海水域高估。然后,比较了三个ASTER VNIR带比率与校正后的MODIS Chl-a和原位Chl-a的相关性。最后,将具有最高相关性的ASTER带比B1 / B2的回归方程用于生成高分辨率Chl-a分布图。观察到在705 nm处的反射峰比与在678 nm处的Chl-a吸收与原位Chl-a含量之间存在显着的相关性,并将这些反射率用于建立光谱Chl-a估计算法。所提出的算法成功地确定了研究区域的局部环境影响。通过进一步校正这些算法,可以更精确地得出基于ASTER的高分辨率Chl-a分布图,这将有助于减轻环境变化对沿海和内陆水域环境的影响。

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