The phytoplankton variability in the Pearl River estuary based on VIIRS imagery

被引:19
|
作者
Ye, Haibin [1 ,2 ]
Yang, Chaoyu [3 ,4 ]
Tang, Shilin [1 ,2 ]
Chen, Chuqun [1 ,2 ]
机构
[1] Chinese Acad Sci, South China Sea Inst Oceanol, State Key Lab Trop Oceanog, 164 Xingang West Rd, Guangzhou 510301, Peoples R China
[2] Southern Marine Sci & Engn Guangdong Lab Guangzho, Guangzhou, Peoples R China
[3] State Ocean Adm, South China Sea Marine Predict Ctr, Guangzhou, Peoples R China
[4] Minist Nat Resources, Key Lab Marine Environm Survey Technol & Applicat, Guangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Pearl river estuary; VIIRS; SVM; Chlorophyll-a concentration; SOUTH CHINA SEA; DIFFUSE-REFLECTANCE; COASTAL WATERS; OCEANIC WATERS; ATMOSPHERIC CORRECTION; CHLOROPHYLL-A; ALGORITHM; MERIS;
D O I
10.1016/j.csr.2020.104228
中图分类号
P7 [海洋学];
学科分类号
0707 ;
摘要
A support vector machine (SVM) regression algorithm was developed for estimating the chlorophyll-a concentration (C-chla) in the turbid estuarine waters of the Pearl River estuary (PRE) based on visible infrared imaging radiometer suite (VIIRS) ocean color data. The proposed SVM algorithm outperformed the OC3 algorithm in the turbid waters. The temporal variation and spatial distribution of SVM-based monthly C-chla products were determined during 2012 and 2018. By analyzing the monthly average C-chla products and ancillary data, the underlying mechanisms of the C-chla coastal summer plume jet and winter bloom were revealed. The C-chla coastal plume jet was often observed in June, when the zonal wind direction changed from westward to eastward and the river runoff reached its maximum value of the year. The winter bloom in the ocean area was attributed to strong mixing in the upper layer, which resulted from cooling-induced buoyancy changes.
引用
收藏
页数:15
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