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Empirical ocean color algorithms for estimating particulate organic carbon in the Southern Ocean

机译:估算南大洋中有机碳颗粒的经验海洋颜色算法

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We have examined empirical algorithms for estimating surface concentration of particulate organic carbon (POC) from remotely sensed ocean color in the Southern Ocean using field data of POC, spectral remote-sensing reflectance, R_(rs)(λ), and the inherent optical properties (IOPs) of seawater collected during a number of cruises. Several algorithm formulations have been considered, including direct relationships between POC and the blue-to-green band ratios of reflectance and a single-wavelength two-step algorithm that consists of relationships linking reflectance to the backscattering coefficient and POC to the particulate backscattering coefficient at 555 nm. The best error statistics among the algorithms tested were obtained for the power function fit POC (in mg m~(-3)) = 189.29 [R,(443)/R,(555)]~(-0.87). This band ratio algorithm is based on 85 pairs of field data and shows a small mean bias of about 3%, the normalized root mean square error of 27%, and the determination coefficient of 0.93. These error statistics as well as the analysis of matchup comparisons of satellite-derived POC and in situ POC determinations support the prospect for reasonably good performance of this algorithm in the Southern Ocean. The two-step empirical algorithm operating at 555 nm shows inferior error statistics of the regression fits and matchup comparisons compared with the band ratio algorithm. The analysis of our data set also indicates that a general trend of variation in the blue-to-green reflectance band ratio over the examined range of POC values is driven primarily by the green-to-blue ratio of particulate absorption coefficient.
机译:我们已经研究了经验算法,该算法使用POC的现场数据,光谱遥感反射率,R_(rs)(λ)和固有的光学特性从南大洋的海洋颜色估计颗粒有机碳(POC)的表面浓度多次航行中收集的海水(IOP)。已经考虑了几种算法公式,包括POC与反射率蓝绿色比之间的直接关系以及单波长两步算法,该算法由以下关系组成:将反射率与后向散射系数联系起来,POC与颗粒在后向散射系数联系起来555纳米。对于幂函数拟合POC(以mg m〜(-3))= 189.29 [R,(443)/ R,(555)]〜(-0.87),获得了所测试算法中最佳的误差统计量。该带比率算法基于85对场数据,显示出约3%的较小平均偏差,27%的归一化均方根误差和0.93的确定系数。这些误差统计数据以及卫星衍生POC和原位POC确定的配对比较分析为该算法在南大洋的合理良好性能提供了前景。在555 nm处运行的两步经验算法显示,与带比算法相比,回归拟合和对位比较的误差统计较低。对我们的数据集的分析还表明,在检查的POC值范围内,蓝绿色反射带比率的总体变化趋势主要由颗粒吸收系数的绿蓝色比率驱动。

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