Calibrating a hydrodynamic model using water surface elevation determined from ICESat-2 derived cross-section and Sentinel-2 retrieved sub-pixel river width
文献类型:期刊论文
作者 | Zhou, Haowei1; Liu, Suxia1,2; Mo, Xingguo1,2,7; Hu, Shi; Zhang, Lei3; Ma, Jun4; Bandini, Filippo; Grosen, Henrik6; Bauer-Gottwein, Peter |
刊名 | REMOTE SENSING OF ENVIRONMENT |
出版日期 | 2023-12-01 |
卷号 | 298页码:113796 |
关键词 | Hydrodynamic modeling ICESat-2 Sentinel-2 UAS Water surface elevation Calibration |
DOI | 10.1016/j.rse.2023.113796 |
产权排序 | 1 |
文献子类 | Article |
英文摘要 | Accurate observations of river water surface elevation (WSE) are critical for hydrodynamic (HD) model calibration in poorly gauged regions. This study presents a new river WSE retrieval approach that combines ICESat-2 derived cross-sections and Sentinel-2 observed sub-pixel river widths to achieve an effective HD model calibration. The unknown channel Manning coefficient, river bed elevation and cross-sectional shape in the HD model are calibrated simultaneously through a Bayesian optimization algorithm. The complete workflow is implemented in a flood-prone reach in Yiluo River basin. Results show that the WSE retrieved by the new approach has a higher spatiotemporal resolution in narrower rivers than that of Sentinel-3 altimetry derived WSE, and the root-mean-square error (RMSE) varies from 0.25 to 0.59 m against in-situ WSE. The HD model calibrated by WSE retrieved by the new approach simulates the WSE with RMSE of 0.36 m and the flood extent with critical success index (CSI) of 0.60 in validation, outperforming the results of the HD model calibrated by Sentinel-3 altimetry derived WSE, with corresponding results of 0.49 m and 0.58, respectively. Additional case studies in the Maqu and Lingkou reaches further demonstrate the applicability of the WSE retrieval approach proposed in this study for HD model calibration in different types of rivers. This study highlights the potential of the proposed WSE retrieval approach in HD model calibration to improve flood forecasting in poorly gauged regions. |
WOS关键词 | CRYOSAT-2 ALTIMETRY DATA ; MONTE-CARLO-SIMULATION ; RADAR ALTIMETRY ; RESOLUTION ; LEVEL ; VALIDATION ; PARAMETERS ; ACCURACY ; GEOMETRY ; BASIN |
WOS研究方向 | Environmental Sciences & Ecology ; Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
出版者 | ELSEVIER SCIENCE INC |
WOS记录号 | WOS:001083598200001 |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/198854] |
专题 | 陆地水循环及地表过程院重点实验室_外文论文 |
作者单位 | 1.Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China 3.Univ Chinese Acad Sci, Sino Danish Ctr, Beijing 100049, Peoples R China 4.South Surveying & Mapping Technol Co Ltd, Guangzhou 510665, Peoples R China 5.Minist Water Resources, Yellow River Conservancy Commiss, Zhengzhou 450004, Peoples R China 6.Tech Univ Denmark, Dept Environm & Resource Engn, DK-2800 Lyngby, Denmark 7.Drone Syst, DK-8210 Aarhus, Denmark 8.A11 Datun Rd, Beijing 100101, Peoples R China |
推荐引用方式 GB/T 7714 | Zhou, Haowei,Liu, Suxia,Mo, Xingguo,et al. Calibrating a hydrodynamic model using water surface elevation determined from ICESat-2 derived cross-section and Sentinel-2 retrieved sub-pixel river width[J]. REMOTE SENSING OF ENVIRONMENT,2023,298:113796. |
APA | Zhou, Haowei.,Liu, Suxia.,Mo, Xingguo.,Hu, Shi.,Zhang, Lei.,...&Bauer-Gottwein, Peter.(2023).Calibrating a hydrodynamic model using water surface elevation determined from ICESat-2 derived cross-section and Sentinel-2 retrieved sub-pixel river width.REMOTE SENSING OF ENVIRONMENT,298,113796. |
MLA | Zhou, Haowei,et al."Calibrating a hydrodynamic model using water surface elevation determined from ICESat-2 derived cross-section and Sentinel-2 retrieved sub-pixel river width".REMOTE SENSING OF ENVIRONMENT 298(2023):113796. |
入库方式: OAI收割
来源:地理科学与资源研究所
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