Retrieval of particulate organic carbon concentration in Erhai Lake using sentinel-3 remote sensing data
文献类型:期刊论文
作者 | Xu, Hang3,4; Tang, Bo-Hui2,3,4; Wang, Dong3,4; Li, Menghua3,4; Fan, Dong3,4; Ma, Xianguang1,4 |
刊名 | INTERNATIONAL JOURNAL OF REMOTE SENSING
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出版日期 | 2024-06-02 |
卷号 | 45期号:11页码:3717-3736 |
关键词 | Particulate organic carbon Sentinel-3 OLCI three-band algorithm Erhai Lake |
ISSN号 | 0143-1161 |
DOI | 10.1080/01431161.2024.2354071 |
英文摘要 | Particulate organic carbon (POC) plays a crucial role in the carbon cycle of inland lake ecosystems. The utilization of remote sensing satellite data provides an effective approach for monitoring the temporal and spatial variations in POC concentration within inland water. However, Erhai Lake, situated in the unique natural environment of the Yunnan-Kweichow Plateau, poses distinct challenges due to the complex and diverse origin of its water quality elements. Existing methods face difficulties in accurately detecting POC concentration in Erhai Lake. In this study, 112 water samples and 574 in-situ remote sensing reflectance curves were collected from Erhai Lake during April, May, and June 2023. The analysis of the optical characteristics of the water in Erhai Lake revealed the closest relationship between the concentration of total particulate matter and POC. Consequently, a POC concentration inversion algorithm was developed, utilizing bands 8, 12, and 16 of Sentinel-3 Ocean and Land Colour Instrument (OLCI). Various POC concentration inversion algorithms were evaluated utilizing a separate dataset. The results indicate that the three-band method offers superior accuracy in POC concentration inversion for Erhai Lake, with a root mean square error (RMSE) of 0.13 mg/L and a mean absolute percentage error (MAPE) of 28.80%. The three-band method was effectively applied to OLCI images from April, May, and June 2023, enabling the analysis of the spatiotemporal distribution of POC in Erhai Lake. |
WOS关键词 | INLAND WATERS ; CHLOROPHYLL-A ; ABSORPTION CHARACTERISTICS ; MATTER CDOM ; POC ; PARTICLES ; ISOTOPE ; TAIHU ; REFLECTANCE ; ALGORITHMS |
资助项目 | National Natural Science Foundation of China ; Erhai Management Bureau of Dali Bai Autonomous Prefecture in Yunnan Province |
WOS研究方向 | Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
WOS记录号 | WOS:001228768700001 |
出版者 | TAYLOR & FRANCIS LTD |
资助机构 | National Natural Science Foundation of China ; Erhai Management Bureau of Dali Bai Autonomous Prefecture in Yunnan Province |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/205589] ![]() |
专题 | 资源与环境信息系统国家重点实验室_外文论文 |
通讯作者 | Tang, Bo-Hui |
作者单位 | 1.Yunnan Planning & Design Inst Land Resources, Kunming, Peoples R China 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China 3.Yunnan Prov Dept Educ, Key Lab Plateau Remote Sensing, Kunming, Peoples R China 4.Kunming Univ Sci & Technol, Fac Land Resource Engn, Kunming 650093, Peoples R China |
推荐引用方式 GB/T 7714 | Xu, Hang,Tang, Bo-Hui,Wang, Dong,et al. Retrieval of particulate organic carbon concentration in Erhai Lake using sentinel-3 remote sensing data[J]. INTERNATIONAL JOURNAL OF REMOTE SENSING,2024,45(11):3717-3736. |
APA | Xu, Hang,Tang, Bo-Hui,Wang, Dong,Li, Menghua,Fan, Dong,&Ma, Xianguang.(2024).Retrieval of particulate organic carbon concentration in Erhai Lake using sentinel-3 remote sensing data.INTERNATIONAL JOURNAL OF REMOTE SENSING,45(11),3717-3736. |
MLA | Xu, Hang,et al."Retrieval of particulate organic carbon concentration in Erhai Lake using sentinel-3 remote sensing data".INTERNATIONAL JOURNAL OF REMOTE SENSING 45.11(2024):3717-3736. |
入库方式: OAI收割
来源:地理科学与资源研究所
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