Using geostationary satellite ocean color data and superpixel to map the diurnal dynamics of water transparency in the eastern China seas

被引:9
作者
Ding, Xiaosong [1 ,2 ]
Gong, Fang [1 ,3 ]
Zhu, Qiankun [1 ]
Li, Jiajia [4 ]
Wang, Xiao [1 ,5 ]
Bai, Ruofeng [1 ,6 ]
Xu, Yuzhuang [1 ,6 ]
机构
[1] Minist Nat Resources, Inst Oceanog 2, State Key Lab Satellite Ocean Environm Dynam, Hangzhou 310012, Peoples R China
[2] Hohai Univ, Coll Oceanog, Nanjing 210098, Peoples R China
[3] Donghai Lab, Zhoushan 316000, Peoples R China
[4] Yunnan Univ, Inst Int Rivers & Ecosecur, Kunming 650500, Peoples R China
[5] Zhejiang Univ, Ocean Coll, Zhoushan 316021, Peoples R China
[6] Shanghai Jiao Tong Univ, Sch Oceanol, Shanghai 200030, Peoples R China
关键词
Secchi disk depth; Diurnal variations; Superpixel segmentation; Spatial gradient; Highly hydrodynamic waters; Geostationary satellite; SUSPENDED PARTICULATE MATTER; SECCHI DISK; COASTAL WATERS; BOHAI SEA; DEPTH; MODEL; FREQUENCY; TURBIDITY;
D O I
10.1016/j.ecolind.2022.109219
中图分类号
X176 [生物多样性保护];
学科分类号
090705 ;
摘要
Polar-orbiting ocean color satellites can monitor daily to interannual variations in water transparency (or Secchi disk depth, SDD) from regional to global oceans. However, diurnal variations in SDD of coastal oceans remain poorly understood. Based on the bio-optical SDD algorithm, we retrieved the SDD products of hourly observa-tions using the Geostationary Ocean Color Imager (GOCI) from 2011 to 2020 in the eastern China seas. The determination coefficient (R2) between the SDD product and the in situ dataset is 0.93, with a root mean squared error (RMSE) of 0.86 m. Based on the pixel-level tempo-spatial analysis, superpixel image segmentation retrieved by a simple linear iterative clustering algorithm (SLIC) was applied to classify the SDD product. The recon-struction SDD superpixel products not only match the spatial distribution well but can also more clearly express the spatial gradient. The percentage of the diurnal change in transparency was high in the nearshore (-10 %), medium in transitional waters (-5%), and low in offshore waters (-3%). Finally, we found a significant negative correlation between SDD and wind speed (R2 = 0.65) and a significantly positive correlation between diurnal change range (DCR) and wind speed (R2 = 0.62). In contrast, sea surface temperature (SST) was positively correlated with SDD (R2 = 0.72) but significantly negatively correlated with DCR (R2 = 0.80). These results provide a basis for studying diurnal SDD changes in highly dynamic waters.
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页数:13
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