Estimation of colored dissolved organic matter using Sentinel-2 data in the coastal waters of Singapore

被引:1
作者
Wong, Joel [1 ]
Liew, Soo C. [1 ]
Wong, Elizabeth W-S [1 ]
Leong, Sandric C. Y. [2 ]
机构
[1] Natl Univ Singapore, Ctr Remote Imaging Sensing & Proc, Singapore, Singapore
[2] Natl Univ Singapore, Trop Marine Sci Inst, St Johns Isl Natl Marine Lab, Singapore, Singapore
关键词
colored dissolved organic matter; Sentinel-2; ocean color remote sensing; Johor Straits; Singapore Straits; REMOTE-SENSING REFLECTANCE; RADIATIVE-TRANSFER CODE; ATMOSPHERIC CORRECTION; SATELLITE DATA; MISSISSIPPI RIVER; SHALLOW WATERS; OCEANIC WATERS; VECTOR VERSION; MODEL; ABSORPTION;
D O I
10.1117/1.JRS.14.034512
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In coastal waters, colored dissolved organic matter (CDOM) is often present in moderate to high concentrations due to input from nearby landmasses and rivers. CDOM absorbs light sharply in the UV-blue region, causing waters to appear yellow or brown. This has a significant effect on optical and biogeochemical processes in coastal waters, as it inhibits the penetration of light within the water. It is thus important to be able to monitor CDOM levels on a regular basis. A model is presented linking Sentinel-2 reflectance data to the CDOM absorption coefficient. Such a model is useful for monitoring the CDOM absorption in coastal waters due to the frequency of Sentinel-2 passes and relatively high-spatial resolution. This model was developed and validated using concurrent field measurements of above-surface remote-sensing reflectance and the in situ CDOM absorption coefficient, from the coastal waters of Singapore. The leave-one-out cross-validation scheme was used to validate the model due to the small number of data points. The model is further tested with Sentinel-2 images of the same locations, not more than one day apart from the in situ measurements. (C) 2020 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:16
相关论文
共 69 条
[1]   Estimating the CDOM absorption coefficient in tropical inland waters using OLI/Landsat-8 images [J].
Alcantara, Enner ;
Bernardo, Nariane ;
Watanabe, Fernanda ;
Rodrigues, Thanan ;
Rotta, Luiz ;
Carmo, Alisson ;
Shimabukuro, Milton ;
Goncalves, Stela ;
Imai, Nilton .
REMOTE SENSING LETTERS, 2016, 7 (07) :661-670
[2]  
BRICAUD A, 1981, LIMNOL OCEANOGR, V26, P43
[3]   Accuracy assessment of high resolution satellite imagery orientation by leave-one-out method [J].
Brovelli, Maria Antonia ;
Crespi, Mattia ;
Fratarcangeli, Francesca ;
Giannone, Francesca ;
Realini, Eugenio .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2008, 63 (04) :427-440
[4]   TRANSMISSION SPECTROSCOPY EXAMINATIONS OF NATURAL-WATERS - C UV SPECTRAL CHARACTERISTICS OF TRANSITION FROM TERRESTRIAL HUMUS TO MARINE YELLOW SUBSTANCE [J].
BROWN, M .
ESTUARINE AND COASTAL MARINE SCIENCE, 1977, 5 (03) :309-317
[5]   REFLECTANCE MODEL FOR QUANTIFYING CHLOROPHYLL-A IN THE PRESENCE OF PRODUCTIVITY DEGRADATION PRODUCTS [J].
CARDER, KL ;
HAWES, SK ;
BAKER, KA ;
SMITH, RC ;
STEWARD, RG ;
MITCHELL, BG .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1991, 96 (C11) :20599-20611
[6]   Remote estimation of colored dissolved organic matter and chlorophyll-a in Lake Huron using Sentinel-2 measurements [J].
Chen, Jiang ;
Zhu, Weining ;
Tian, Yong Q. ;
Yu, Qian ;
Zheng, Yuhan ;
Huang, Litong .
JOURNAL OF APPLIED REMOTE SENSING, 2017, 11
[7]  
Chen J, 2018, INT GEOSCI REMOTE SE, P7760, DOI 10.1109/IGARSS.2018.8517598
[8]   Bio-optical properties in waters influenced by the Mississippi River during low flow conditions [J].
D'Sa, EJ ;
Miller, RL .
REMOTE SENSING OF ENVIRONMENT, 2003, 84 (04) :538-549
[9]   SeaWiFS ocean colour chlorophyll algorithms for the southern Baltic Sea [J].
Darecki, M ;
Kaczmarek, S ;
Olszewski, J .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (02) :247-260
[10]   Remote sensing of grassland-shrubland vegetation water content in the shortwave domain [J].
Davidson, Andrew ;
Wang, Shusen ;
Wilmshurst, John .
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2006, 8 (04) :225-236