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Satellite derived euphotic depth in the Southern Ocean: Implications for primary production modelling

机译:卫星衍生的南大洋的光照深度:对初级生产模型的影响

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摘要

The euphotic depth (Zeu) is a key parameter in modelling primary production (PP) using satellite ocean colour. However, evaluations of satellite Zeu products are scarce. The objective of this paper is to investigate existing approaches and sensors to estimate Zeu from satellite and to evaluate how different Zeu products might affect the estimation of PP in the Southern Ocean (SO). Euphotic depth was derived from MODIS and SeaWiFS products of (i) surface chlorophyll-a (Zeu-Chla) and (ii) inherent optical properties (Zeu-IOP). They were compared with in situ measurements of Zeu from different regions of the SO. Both approaches and sensors are robust to retrieve Zeu, although the best results were obtained using the IOP approach and SeaWiFS data, with an average percentage of error (E) of 25.43% and mean absolute error (MAE) of 0.10 m (log scale). Nevertheless, differences in the spatial distribution of Zeu-Chla and Zeu-IOP for both sensors were found as large as 30% over specific regions. These differences were also observed in PP. On average, PP based on Zeu-Chla was 8% higher than PP based on Zeu-IOP, but it was up to 30% higher south of 60°S. Satellite phytoplankton absorption coefficients (aph) derived by the Quasi-Analytical Algorithm at different wavelengths were also validated and the results showed that MODIS aph are generally more robust than SeaWiFS. Thus, MODIS aph should be preferred in PP models based on aph in the SO. Further, we reinforce the importance of investigating the spatial differences between satellite products, which might not be detected by the validation with in situ measurements due to the insufficient amount and uneven distribution of the data.ud
机译:在使用卫星海洋颜色对初级生产(PP)进行建模时,共晶深度(Zeu)是关键参数。但是,对卫星Zeu产品的评估很少。本文的目的是研究现有的方法和传感器,以估计来自卫星的Zeu,并评估不同的Zeu产品如何可能影响南大洋(SO)中PP的估计。从(i)表面叶绿素-a(Zeu-Chla)和(ii)固有光学特性(Zeu-IOP)的MODIS和SeaWiFS产物得出共晶深度。将它们与来自SO不同区域的Zeu的原位测量结果进行了比较。尽管使用IOP方法和SeaWiFS数据可获得最佳结果,但两种方法和传感器都具有强大的检索Zeu的能力,平均误差(E)为25.43%,平均绝对误差(MAE)为0.10 m(对数刻度) 。但是,在特定区域内,两个传感器的Zeu-Chla和Zeu-IOP的空间分布差异都很大。在PP中也观察到这些差异。平均而言,基于Zeu-Chla的PP比基于Zeu-IOP的PP高8%,但在60°S以南则高达30%。还验证了通过准分析算法在不同波长下得出的卫星浮游植物吸收系数(aph),结果表明,MODIS aph通常比SeaWiFS更健壮。因此,在基于SO中aph的PP模型中,MODIS aph应该是首选。此外,我们加强了调查卫星产品之间空间差异的重要性,由于数据量不足和分布不均,使用现场测量进行验证可能无法检测到这些差异。

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