Estimation of Chlorophyll-A Concentration with Remotely Sensed Data for the Nine Plateau Lakes in Yunnan Province
文献类型：期刊论文
| 作者 | Wang, Dong2; Tang, Bo-Hui1,2; Fu, Zhitao2; Huang, Liang2; Li, Menghua2; Chen, Guokun2; Pan, Xuejun3 |
| 刊名 | REMOTE SENSING
 |
| 出版日期 | 2022-10-01 |
| 卷号 | 14期号:19页码:19 |
| 关键词 | chlorophyll-a Landsat-8 plateau lakes Sentinel-2 surface temperature |
| DOI | 10.3390/rs14194950 |
| 通讯作者 | Tang, Bo-Hui(tangbh@kust.edu.cn) |
| 英文摘要 | The quantitative retrieval of the chlorophyll-a concentration is an important remote sensing method that is used to monitor the nutritional status of water bodies. The high spatial resolution of the Sentinel-2 MSI and its subdivision in the red-edge band highlight the characteristics of water chlorophyll-a, which is an important detection tool for assessing water quality parameters in plateau lakes. In this study, the Nine Plateau Lakes in the Yunnan-Kweichow Plateau of China were selected as the study area. Using Sentinel-2 MSI transit images and in situ measured chlorophyll-a concentration as the data source, the chlorophyll-a concentrations of plateau lakes (CCAPLs) were investigated, and the surface temperatures of plateau lakes (STPLs) were retrieved to verify the hypothesis that the lake surface temperature could increase the chlorophyll-a concentration. By comparing feature importance using a random forest (RF), the Sentinel-2 MSI surface reflectance and in situ data were linearly fitted using four retrieval spectral indices with high feature importance, and the accuracy of the estimated concentration of chlorophyll-a was evaluated by monitoring station data in the same period. Then, Landsat-8 TIRS Band 10 data were used to retrieve the STPL with a single-channel temperature retrieval algorithm and to verify the correlation between the STPL and the CCAPL. The results showed that the retrievals of the CCAPL and the STPL were consistent with the actual situation. The root-mean-square error (RMSE) of the fifteenth normalized difference chlorophyll-a index (NDCI15) was 0.0249. When the CCAPL was greater than 0.05 mg/L and the STPL was within 28-34 degrees C, there was a positive linear correlation between the CCAPL and the STPL. These results will provide support for the remote sensing monitoring of eutrophication in plateau lakes and will contribute to the scientific and effective management of plateau lakes. |
| WOS关键词 | TAIHU ; TEMPERATURE ; RETRIEVAL |
| 资助项目 | Platform Construction Project of High-Level Talent in KUST ; National Natural Science Foundation of China[41871244] ; Regional Science Foundation[41961053] |
| WOS研究方向 | Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology |
| 语种 | 英语 |
| WOS记录号 | WOS:000867153600001 |
| 出版者 | MDPI |
| 资助机构 | Platform Construction Project of High-Level Talent in KUST ; National Natural Science Foundation of China ; Regional Science Foundation |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/185474]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Tang, Bo-Hui |
| 作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China 2.Kunming Univ Sci & Technol, Fac Land Resource Engn, Kunming 650093, Yunnan, Peoples R China 3.Kunming Univ Sci & Technol, Fac Environm Sci & Engn, Kunming 650093, Yunnan, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Dong,Tang, Bo-Hui,Fu, Zhitao,et al. Estimation of Chlorophyll-A Concentration with Remotely Sensed Data for the Nine Plateau Lakes in Yunnan Province[J]. REMOTE SENSING,2022,14(19):19. |
| APA | Wang, Dong.,Tang, Bo-Hui.,Fu, Zhitao.,Huang, Liang.,Li, Menghua.,...&Pan, Xuejun.(2022).Estimation of Chlorophyll-A Concentration with Remotely Sensed Data for the Nine Plateau Lakes in Yunnan Province.REMOTE SENSING,14(19),19. |
| MLA | Wang, Dong,et al."Estimation of Chlorophyll-A Concentration with Remotely Sensed Data for the Nine Plateau Lakes in Yunnan Province".REMOTE SENSING 14.19(2022):19. |
入库方式： OAI收割
来源：地理科学与资源研究所
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