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几内亚湾叶绿素a浓度的变化及其与物理海洋学变量的关系。

Variability of chlorophyll-a concentration in the Gulf of Guinea and its relation to physical oceanographic variables.

作者信息

Nieto Karen, Mélin Frédéric

机构信息

European Commission, Joint Research Centre, Via E. Fermi, 2749, 21027 Ispra, VA, Italy.

出版信息

Prog Oceanogr. 2017 Feb;151:97-115. doi: 10.1016/j.pocean.2016.11.009.

Abstract

The Gulf of Guinea represents a wide tract of the African coast with complex and rich coastal ecosystems undergoing various pressures. The seasonal variations of chlorophyll-a concentration (Chla) along the Gulf of Guinea (GoG) and their relations with physical oceanographic variables were analyzed using satellite observations covering the period 2002-2012. The effects of sea surface temperature (SST), sea level anomalies (SLA), winds, geostrophic currents, eddy kinetic energy (EKE), mesoscale eddies and fronts were considered on a monthly time scale. The analysis for each unit area was carried out on a chlorophyll index (IChla) computed as the product of the mean distance from the coast to the eutrophic threshold (1 mg m isoline) and the average Chla in the eutrophic area. The study, based on satellite-derived Chla, was allowed by the unprecedented coverage given by the products distributed by the ESA Ocean Colour Climate Change Initiative (OC_CCI) resulting from the merging of data from several satellite missions. The physical variables served as potential predictors in a statistical Boosted Regression Tree (BRT) model. To account for the heterogeneous nature of the GoG, the analysis was conducted on eight systems that made up a partition of the whole region defined on the basis of the BRT model results and climatological properties. The western-most domain, from Guinea-Bissau to Sierra Leone, was associated with upwelling properties in boreal winter and appeared to share some characteristics with the overall Northwest African upwelling system. The region of Ivory Coast and Ghana also had upwelling properties but the main upwelling season was in boreal summer. In general upwelling conditions with cold SST, negative SLA, fairly strong frontal activity, and moderate winds, appeared as the environmental window most favorable to high IChla values. For these systems, the BRT model fitted the IChla data well with a percentage of explained total deviance [Formula: see text] between 70% and 91% when using only physical oceanographic variables. Finally, the systems associated with the coasts of Nigeria to Gabon showed some mixed properties, with [Formula: see text] values of 54-60%. Among these systems, a common feature seemed to be the importance of river discharge to explain IChla variations. Where possible (for the Niger River in the Nigeria system), the addition of river data as predictor in the BRT model resulted in a significant increase of [Formula: see text] to 75%. Further progress is needed to understand the observed relationships and to predict how they can evolve in the face of climate change.

摘要

几内亚湾是非洲海岸的一大片区域,拥有复杂而丰富的沿海生态系统,正承受着各种压力。利用2002年至2012年期间的卫星观测数据,分析了几内亚湾(GoG)叶绿素a浓度(Chla)的季节变化及其与物理海洋学变量的关系。在月时间尺度上考虑了海表面温度(SST)、海平面异常(SLA)、风、地转流、涡动动能(EKE)、中尺度涡旋和锋面的影响。对每个单位面积的分析是基于一个叶绿素指数(IChla)进行的,该指数计算为从海岸到富营养化阈值(1mg/m等值线)的平均距离与富营养化区域平均Chla的乘积。这项基于卫星衍生Chla的研究,得益于欧洲航天局海洋颜色气候变化倡议(OC_CCI)分发的产品所提供的前所未有的覆盖范围,这些产品是由多个卫星任务的数据合并而成的。物理变量在统计增强回归树(BRT)模型中作为潜在预测因子。为了考虑几内亚湾的异质性,在八个系统上进行了分析,这些系统是根据BRT模型结果和气候学特性对整个区域进行划分得到的。最西部的区域,从几内亚比绍到塞拉利昂,在北半球冬季具有上升流特性,并且似乎与整个西北非洲上升流系统有一些共同特征。象牙海岸和加纳地区也具有上升流特性,但主要上升流季节是在北半球夏季。一般来说,具有冷SST、负SLA、相当强的锋面活动和适度风的上升流条件,似乎是最有利于高IChla值的环境窗口。对于这些系统,当仅使用物理海洋学变量时,BRT模型能很好地拟合IChla数据,解释总偏差的百分比[公式:见原文]在70%至91%之间。最后,与尼日利亚至加蓬海岸相关的系统表现出一些混合特性,[公式:见原文]值为54 - 60%。在这些系统中,一个共同特征似乎是河流流量对解释IChla变化的重要性。在可能的情况下(对于尼日利亚系统中的尼日尔河),在BRT模型中添加河流数据作为预测因子会导致[公式:见原文]显著增加至75%。需要进一步研究以理解观测到的关系,并预测它们在气候变化面前将如何演变。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9668/5339419/dd4661ac1194/gr1.jpg

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