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Evaluation of Hyperspectral Indices for Chlorophyll-a Concentration Estimation in Tangxun Lake (Wuhan, China)

机译:唐x湖中武汉地区叶绿素a浓度估算的高光谱指标评估

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摘要

Chlorophyll-a (Chl-a) concentration is a major indicator of water quality which is harmful to human health. A growing number of studies have focused on the derivation of Chl-a concentration information from hyperspectral sensor data and the identification of best indices for Chl-a monitoring. The objective of this study is to assess the potential of hyperspectral indices to detect Chl-a concentrations in Tangxun Lake, which is the second largest lake in Wuhan, Central China. Hyperspectral reflectance and Chl-a concentration were measured at ten sample sites in Tangxun Lake. Three types of hyperspectral methods, including single-band reflectance, first derivative of reflectance, and reflectance ratio, were extracted from the spectral profiles of all bands of the hyperspectral sensor. The most appropriate bands for algorithms mentioned above were selected based on the correlation analysis. Evaluation results indicated that two methods, the first derivative of reflectance and reflectance ratio, were highly correlated (R2 > 0.8) with the measured Chl-a concentrations. Thus, the spatial and temporal variations of Chl-a concentration could be conveniently monitored with these hyperspectral methods.
机译:叶绿素a(Chl-a)浓度是水质的主要指标,对人体健康有害。越来越多的研究集中在从高光谱传感器数据中推导Chl-a浓度信息以及确定Chl-a监测的最佳指标。这项研究的目的是评估高光谱指数检测唐x湖中Chl-a浓度的潜力,该湖是中国中部武汉的第二大湖泊。在塘x湖的十个采样点测量了高光谱反射率和Chl-a浓度。从高光谱传感器所有波段的光谱图中提取了三种类型的高光谱方法,包括单波段反射率,反射率的一阶导数和反射率。基于相关性分析,为上述算法选择了最合适的频段。评估结果表明,两种方法,即反射率的一阶导数和反射率比,与测得的Chl-a浓度高度相关(R2> 0.8)。因此,可以使用这些高光谱方法方便地监测Chl-a浓度的时空变化。

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