期刊
INTERNATIONAL JOURNAL OF REMOTE SENSING
卷 41, 期 20, 页码 7993-8013出版社
TAYLOR & FRANCIS LTD
DOI: 10.1080/01431161.2020.1767826
关键词
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资金
- National Natural Science Foundation of China [41501374, 41671340, 41701412]
- Natural Science Research Project of Jiangsu Higher Education Institution [19KJB170001]
- Major Science and Technology Program for Water Pollution Control and Treatment [2017ZX07302-003]
- Natural Science Foundation of Jiangsu Province [BK20191058]
- National Key Research and Development Program of China [2017YFB0503902]
- Social Development of Key R&D Programs in Jiangsu Province: Major Science and Technology Demonstration Projects [BE2018678]
- Natural Science Research Project of Jiangsu Higher Education Institutions [18KJA180002]
- Natural Science Foundation of Jiangxi Province [20171BAB213024]
Eutrophication is a severe environmental problem in the most inland lakes. Taihu Lake, the third largest freshwater lake in China, is one of the most eutrophic lakes. Increased phosphorus concentration is thought to be the primary cause of water eutrophication. Proper total phosphorus (TP) monitoring is essential to effectively manage eutrophication in the Taihu Lake. In this study, 216 sample points with 172 modelling points and 44 verification points acquired from 5 field experiments in Taihu Lake, a semi-analytical model was established for estimating the TP concentration based on the absorption coefficient, with the mean absolute percentage error (MAPE) and root mean square error (RMSE) as 16.8% and 0.04 mg L-1, respectively. The application of the model on Sentinel-3 Ocean and Land Colour Instrument (OLCI) data proved the suitability of the model for satellite image with the MAPE and RMSE as 28.56% and 0.05 mg L-1. The OLCI derived TP concentration in the Taihu Lake shown the unique temporal and spatial distribution: TP concentration in Zhushan Bay, Meiliang Bay, Gonghu Bay, and the western coastal regions was significantly higher than the eastern, the southern, and the centre areas. The concentration of TP in Taihu Lake was the highest in summer and the lowest in winter. Furthermore, the versatility of this method was validated by applying in the Hongze Lake and Qiandao Lake, which is a water body dominated by inorganic suspended matter and a clean water body in China with the MAPE and RMSE as 24.10%, 19.35% and 0.004 mg L-1, 0.014 mg L-1. The results of this study could provide a reference for future remote sensing estimation of TP concentration and inland water eutrophication researches.
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