A Novel Self-Adaptive Method in Generating DEM of Riparian Zone With Satellite Images and Corresponding Water Level in a Classification Way
文献类型:期刊论文
作者 | Tan, Jianbo1; Tang, Yi1; Zhao, Guang2; Zhang, Meng3; Xu, Zhuokui1; Zhang, Yunfei1; Wang, Bo4; Gao, Wenwen5; Xie, Xinyao6 |
刊名 | IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
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出版日期 | 2025 |
卷号 | 63页码:4207112 |
关键词 | Sentinel-1 Radar polarimetry Noise Lakes Fluctuations Synthetic aperture radar Land surface Floods Accuracy Spaceborne radar Digital elevation model (DEM) Dongting Lake (DTL) riparian zone self-adaptive receiver operating characteristic (ROC) method Sentinel-1 synthetic aperture radar (SAR) |
ISSN号 | 0196-2892 |
DOI | 10.1109/TGRS.2025.3569251 |
产权排序 | 2 |
文献子类 | Article |
英文摘要 | Fine and new digital elevation model (DEM) of riparian zone is urgently required for hydrological and environmental modeling. With the effects of water fluctuation and submersion, acquiring DEM in the riparian zone is difficult. In this study, a self-adaptive receiver operating characteristic (ROC) method was proposed to generate the DEM of riparian zone with the aid of water fluctuation (called ROC DEM). The water extent acts as an altimeter to measure the altitude with the corresponding water level. The elevation of each pixel was the optimal threshold to determine whether it was covered with water or not. With the fluctuation in water, the time-series labels of land or water and the corresponding water level of each pixel were recorded. Finally, the elevation of each pixel was obtained by acquiring the most optimal classification threshold with the ROC algorithm. The proposed method skillfully transformed the problem of acquiring the elevation of the riparian zone into a two-class classification problem. The riparian zone in the Dongting Lake (DTL) was considered as the study area to test the proposed method with the time-series Sentinel-1 synthetic aperture radar (SAR) images and the corresponding water level. The proposed method is feasible to obtain the DEM and its results are more consistent with the actual topography compared to other DEM products. The values of R-2 between the ROC DEM and GLAS and field altitude reach 0.7 and 0.9, respectively. This article presents an alternate method for acquiring the topography in the riparian zone and tidal flat. |
URL标识 | 查看原文 |
WOS关键词 | SENTINEL-1 ; VEGETATION ; LAKE ; DELINEATION ; LAND |
WOS研究方向 | Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
WOS记录号 | WOS:001504149400001 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/214562] ![]() |
专题 | 拉萨站高原生态系统研究中心_外文论文 |
通讯作者 | Xie, Xinyao |
作者单位 | 1.Changsha Univ Sci & Technol, Sch Aeronaut Engn, Changsha 410114, Peoples R China; 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China; 3.Cent South Univ Forestry & Technol, Coll Forestry, Changsha 410004, Peoples R China; 4.China Geol Survey, Xian Ctr Mineral Resources Survey, Xian 710100, Peoples R China; 5.Taiyuan Univ Technol, Coll Hydro Sci & Engn, Taiyuan 030600, Peoples R China; 6.Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China |
推荐引用方式 GB/T 7714 | Tan, Jianbo,Tang, Yi,Zhao, Guang,et al. A Novel Self-Adaptive Method in Generating DEM of Riparian Zone With Satellite Images and Corresponding Water Level in a Classification Way[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,2025,63:4207112. |
APA | Tan, Jianbo.,Tang, Yi.,Zhao, Guang.,Zhang, Meng.,Xu, Zhuokui.,...&Xie, Xinyao.(2025).A Novel Self-Adaptive Method in Generating DEM of Riparian Zone With Satellite Images and Corresponding Water Level in a Classification Way.IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,63,4207112. |
MLA | Tan, Jianbo,et al."A Novel Self-Adaptive Method in Generating DEM of Riparian Zone With Satellite Images and Corresponding Water Level in a Classification Way".IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 63(2025):4207112. |
入库方式: OAI收割
来源:地理科学与资源研究所
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