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首页> 外文期刊>Remote Sensing >MOD2SEA: A Coupled Atmosphere-Hydro-Optical Model for the Retrieval of Chlorophyll-a from Remote Sensing Observations in Complex Turbid Waters
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MOD2SEA: A Coupled Atmosphere-Hydro-Optical Model for the Retrieval of Chlorophyll-a from Remote Sensing Observations in Complex Turbid Waters

机译:MOD2SEA:从复杂浑浊水域的遥感观测中提取叶绿素a的大气-水-光耦合模型

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摘要

An accurate estimation of the chlorophyll-a (Chla) concentration is crucial for water quality monitoring and is highly desired by various government agencies and environmental groups. However, using satellite observations for Chla estimation remains problematic over coastal waters due to their optical complexity and the critical atmospheric correction. In this study, we coupled an atmospheric and a water optical model for the simultaneous atmospheric correction and retrieval of Chla in the complex waters of the Wadden Sea. This coupled model called MOD2SEA combines simulations from the MODerate resolution atmospheric TRANsmission model (MODTRAN) and the two-stream radiative transfer hydro-optical model 2SeaColor. The accuracy of the coupled MOD2SEA model was validated using a matchup data set of MERIS (MEdium Resolution Imaging SpectRometer) observations and four years of concurrent ground truth measurements (2007–2010) at the NIOZ jetty location in the Dutch part of the Wadden Sea. The results showed that MERIS-derived Chla from MOD2SEA explained the variations of measured Chla with a determination coefficient of R 2 = 0.88 and a RMSE of 3.32 mg·m ?3 , which means a significant improvement in comparison with the standard MERIS Case 2 regional (C2R) processor. The proposed coupled model might be used to generate a time series of reliable Chla maps, which is of profound importance for the assessment of causes and consequences of long-term phenological changes of Chla in the turbid Wadden Sea area.
机译:叶绿素-a(Chla)浓度的准确估算对于水质监测至关重要,并且各种政府机构和环境团体都强烈要求它们。然而,由于其光学复杂性和关键的大气校正,在沿海水域使用卫星观测进行Chla估计仍然存在问题。在这项研究中,我们结合了大气和水光学模型,以同时进行瓦登海复杂水域中Chla的大气校正和反演。这种称为MOD2SEA的耦合模型结合了MODerate分辨率大气TRANsmission模型(MODTRAN)和两流辐射传输水光学模型2SeaColor的模拟。耦合的MOD2SEA模型的准确性已通过MERIS(中等分辨率成像光谱仪)观测值的匹配数据集以及在瓦登海荷兰部分的NIOZ码头位置进行的四年同时地面真相测量(2007-2010)进行了验证。结果表明,MOD2SEA的MERIS衍生的Chla解释了测得的Chla的变化,测定系数为R 2 = 0.88,RMSE为3.32 mg·m?3,与标准MERIS案例2地区相比,具有显着改善(C2R)处理器。所提出的耦合模型可用于生成可靠的Chla图的时间序列,这对于评估浑浊的沃登海地区Chla长期物候变化的原因和后果具有重要意义。

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