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卫星经验叶绿素a算法剖析:揭示最大波段比值算法对固有光学特性的依赖性

Under the hood of satellite empirical chlorophyll a algorithms: revealing the dependencies of maximum band ratio algorithms on inherent optical properties.

作者信息

Sauer Michael J, Roesler C S, Werdell P J, Barnard A

机构信息

US Geological Survey, 6000 J Street, Placer Hall, Sacramento, California 95819, USA.

出版信息

Opt Express. 2012 Sep 10;20(19):20920-33. doi: 10.1364/OE.20.020920.

Abstract

Empirically-based satellite estimates of chlorophyll a [Chl] (e.g. OC3) are an important indicator of phytoplankton biomass. To correctly interpret [Chl] variability, estimates must be accurate and sources of algorithm errors known. While the underlying assumptions of band ratio algorithms such as OC3 have been tacitly hypothesized (i.e. CDOM and phytoplankton absorption covary), the influence of component absorption and scattering on the shape of the algorithm and estimated [Chl] error has yet to be explicitly revealed. We utilized the NOMAD bio-optical data set to examine variations between satellite estimated [Chl] and in situ values. We partitioned the variability into (a) signal contamination and (b) natural phytoplankton variability (variability in chlorophyll-specific phytoplankton absorption). Not surprisingly, the OC3 best-fit curve resulted from a balance between these two different sources of variation confirming the bias by detrital absorption on global scale. Unlike previous descriptions of empirical [Chl] algorithms, our study (a) quantified the mean detrital:phytoplankton absorption as ~1:1in the global NOMAD data set, and (b) removed detrital (CDOM + non-algal particle) absorption in radiative transfer models directly showing that the scale of the remaining variability in the band ratio algorithm was dominated by phytoplankton absorption cross section.

摘要

基于经验的卫星叶绿素a([Chl])估算值(例如OC3)是浮游植物生物量的重要指标。为了正确解释[Chl]的变异性,估算值必须准确,并且算法误差的来源要已知。虽然诸如OC3之类的波段比值算法的基本假设已被默认假设(即CDOM和浮游植物吸收共变),但成分吸收和散射对算法形状和估算的[Chl]误差的影响尚未明确揭示。我们利用NOMAD生物光学数据集来检验卫星估算的[Chl]与原位值之间的差异。我们将变异性分为(a)信号污染和(b)天然浮游植物变异性(叶绿素特定浮游植物吸收的变异性)。不出所料,OC3最佳拟合曲线是由这两种不同变异源之间的平衡产生的,这证实了全球范围内碎屑吸收造成的偏差。与之前对经验性[Chl]算法的描述不同,我们的研究(a)在全球NOMAD数据集中将平均碎屑:浮游植物吸收量化为约1:1,并且(b)在辐射传输模型中去除了碎屑(CDOM +非藻类颗粒)吸收,直接表明波段比值算法中剩余变异性的规模主要由浮游植物吸收截面决定。

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