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首页> 外文期刊>Optik: Zeitschrift fur Licht- und Elektronenoptik: = Journal for Light-and Electronoptic >A new method for estimating chlorophyll-a concentration in the Pearl River Estuary
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A new method for estimating chlorophyll-a concentration in the Pearl River Estuary

机译:珠江口叶绿素a浓度估算的新方法

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Accurate and reliable assessment of chlorophyll-a (Chl-a) concentration in turbid waters by remote sensing is challenging due to optical complexity of case II waters. Recently, an optimization procedure based on minimizing root mean square error (RMSE) with three-band model was suggested to retrieve the Chl-a concentration in the Pearl River Estuary (PRE) in China. However, it is sensitive to initial values of model parameters and it doesn't consider other two bands information to determine each optimal band. To estimate the Chl-a concentration according to information of all bands without initial values, we proposed an optimization procedure based on maximizing correlation of the Chl-a concentration in situ and the Chl-a concentration estimated. Firstly, correlations are computed with the three-band model, in which each band varies from the minimal value to the maximal value. Secondly, the sum of correlations for all values of other two bands is computed to find the optimal value for the first band. Lastly, the sum of correlations for all values of other one band with the first optimal band is computed to find the second and third optimal bands. The calibrated three-band model is applied to retrieve the Chl-a concentration from the reflectance data in the PRE on May 16, 2008. RMSE and correlation indices of our method and two state-of-the-art methods in this dataset are shown the effectiveness of our method. These findings imply that the extensive database of remote sensing could be used to quantitatively monitor the Chl-a concentration in the PRE. (C) 2015 Elsevier GmbH. All rights reserved.
机译:由于病例II水的光学复杂性,通过遥感准确,可靠地评估浑浊水中的叶绿素a(Chl-a)浓度具有挑战性。最近,有人提出了一种基于最小均方根误差(RMSE)和三波段模型的优化程序,以检索中国珠江口(PRE)中的Chl-a浓度。但是,它对模型参数的初始值很敏感,并且不考虑其他两个波段信息来确定每个最佳波段。为了根据没有初始值的所有波段信息估计Chl-a浓度,我们提出了一种基于最大化Chl-a浓度与估计的Chl-a浓度相关性的优化程序。首先,利用三频带模型计算相关性,其中每个频带从最小值到最大值变化。其次,计算其他两个频带的所有值的相关性之和,以找到第一频带的最佳值。最后,计算另一个频带与第一最佳频带的所有值的相关性之和,以找到第二和第三最佳频带。校准的三波段模型用于从2008年5月16日的PRE中的反射率数据中检索Chl-a浓度。在该数据集中显示了我们方法的RMSE和相关指数以及两种最新方法我们方法的有效性。这些发现表明,广泛的遥感数据库可用于定量监测PRE中Chl-a的浓度。 (C)2015 Elsevier GmbH。版权所有。

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