Deriving Water Quality Parameters Using Sentinel-2 Imagery: A Case Study in the Sado Estuary, Portugal

被引:59
作者
Sent, Giulia [1 ]
Biguino, Beatriz [1 ,2 ]
Favareto, Luciane [1 ]
Cruz, Joana [1 ]
Sa, Carolina [1 ,5 ]
Dogliotti, Ana Ines [3 ]
Palma, Carla [2 ]
Brotas, Vanda [1 ,4 ]
Brito, Ana C. [1 ,4 ]
机构
[1] Univ Lisbon, MARE Marine & Environm Sci Ctr, Fac Ciencias, P-1749016 Lisbon, Portugal
[2] Inst Hidrog, Rua Trinas 49, P-1249093 Lisbon, Portugal
[3] Univ Buenos Aires, Inst Astron & Fis Espacio IAFE, CONICET, Pabellon IAFE,Ciudad Univ,C1428EGA, Buenos Aires, DF, Argentina
[4] Univ Lisbon, Dept Biol Vegetal, Fac Ciencias, P-1749016 Lisbon, Portugal
[5] Portugal Space, Estr Laranjeiras, P-1500423 Lisbon, Portugal
基金
欧盟地平线“2020”;
关键词
monitoring; remote sensing; WFD; transitional waters; water policy; suspended particulate matter; chlorophyll-a; CDOM; turbidity; ATMOSPHERIC CORRECTION ALGORITHMS; DISSOLVED ORGANIC-MATTER; COASTAL WATERS; CHLOROPHYLL-A; INLAND; MODEL; PHYTOPLANKTON; PERFORMANCE; RETRIEVAL; CDOM;
D O I
10.3390/rs13051043
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Monitoring water quality parameters and their ecological effects in transitional waters is usually performed through in situ sampling programs. These are expensive and time-consuming, and often do not represent the total area of interest. Remote sensing techniques offer enormous advantages by providing cost-effective systematic observations of a large water system. This study evaluates the potential of water quality monitoring using Sentinel-2 observations for the period 2018-2020 for the Sado estuary (Portugal), through an algorithm intercomparison exercise and time-series analysis of different water quality parameters (i.e., colored dissolved organic matter (CDOM), chlorophyll-a (Chl-a), suspended particulate matter (SPM), and turbidity). Results suggest that Sentinel-2 is useful for monitoring these parameters in a highly dynamic system, however, with challenges in retrieving accurate data for some of the variables, such as Chl-a. Spatio-temporal variability results were consistent with historical data, presenting the highest values of CDOM, Chl-a, SPM and turbidity during Spring and Summer. This work is the first study providing annual and seasonal coverage with high spatial resolution (10 m) for the Sado estuary, being a key contribution for the definition of effective monitoring programs. Moreover, the potential of remote sensing methodologies for continuous water quality monitoring in transitional systems under the scope of the European Water Framework Directive is briefly discussed.
引用
收藏
页码:1 / 30
页数:27
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