A quantitative model to simulate the vertical errors of SRTM3 DEM V4 data at the pixel level in the Shanbei Plateau of China
文献类型：期刊论文
| 作者 | Zhao, Shangmin1; Zhao, Hengyang1; Li, Rongping2; Cheng, Weiming3,4,5 ; Zhou, Chenghu3,4,5
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| 刊名 | INTERNATIONAL JOURNAL OF REMOTE SENSING
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| 出版日期 | 2020-07-17 |
| 卷号 | 41期号:14页码:5257-5276 |
| ISSN号 | 0143-1161 |
| DOI | 10.1080/01431161.2020.1734250 |
| 通讯作者 | Zhao, Shangmin(zhaoshangmin@tyut.edu.cn) |
| 英文摘要 | The Shanbei Plateau is located in the central Loess Plateau of China, which exhibits typical loess geomorphology and suffers serious soil and water erosion. Numerous studies are conducted here using digital topographic analysis methods based on digital elevation model (DEM) datasets. Most of these topographic analyses are conducted at the pixel level; thus, it is meaningful to determine the vertical error distributions of the DEM datasets at that scale. Taking the 14th product of the Geoscience Laser Altimeter System on the Ice, Cloud, and land Elevation Satellite (ICESat/GLA14) as the benchmark, the aim of this research is to construct a quantitative model to simulate the vertical error distributions of SRTM3 (Shuttle Radar Topography Mission with a spatial resolution of 3") DEM V4 data for the Shanbei Plateau. Through comparison, the multiple linear regression (MLR) model is chosen and the vertical error surface is determined based on the MLR model and the land surface factor data. Moreover, the rectified SRTM3 DEM V4 data are developed based on the original data version and the vertical error surface. Through accuracy assessment, the root mean squared error (RMSE) value for the rectified version is found to be 9.6 m. Compared to 20.6 m for the original version, this is a clear improvement. Meanwhile, the MLR model has an R-2 (the coefficient of determination) value of 0.484, which shows that it is able to represent the relationships between the vertical error distributions and the land surface factors. This research is not only meaningful for digital topographic analysis and its relevant fields of application but also provides a reference for accuracy assessments of other DEM datasets in different regions. |
| WOS关键词 | ASTER GDEM V2 ; ACCURACY ASSESSMENT ; SLOPE SPECTRUM ; LOESS PLATEAU ; C-BAND ; ICESAT ; TOPOGRAPHY ; MODIS ; VALIDATION ; EVOLUTION |
| 资助项目 | National Key Research and Development Program[2017YFB0503603] ; Natural Science Foundation of Shanxi Province[201901D111098] ; National Natural Science Foundation of China[41631179] ; National Natural Science Foundation of China[41571388] ; National Natural Science Foundation of China[41771443] ; National Natural Science Foundation of China[41421001] ; National Natural Science Foundation of China[41590845] ; Major State Basic Research Development Program of China[2015CB954101] |
| WOS研究方向 | Remote Sensing ; Imaging Science & Photographic Technology |
| 语种 | 英语 |
| 出版者 | TAYLOR & FRANCIS LTD |
| WOS记录号 | WOS:000526442200001 |
| 资助机构 | National Key Research and Development Program ; Natural Science Foundation of Shanxi Province ; National Natural Science Foundation of China ; Major State Basic Research Development Program of China |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/133674]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Zhao, Shangmin |
| 作者单位 | 1.Taiyuan Univ Technol, Coll Min Engn, Dept Surveying & Mapping, Taiyuan 030024, Peoples R China 2.Liaoning Ecol Meteorol & Satellite Remote Sensing, Shenyang, Peoples R China 3.Chinese Acad Sci, Inst Geog & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China 4.Univ Chinese Acad Sci, Beijing, Peoples R China 5.Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Shangmin,Zhao, Hengyang,Li, Rongping,et al. A quantitative model to simulate the vertical errors of SRTM3 DEM V4 data at the pixel level in the Shanbei Plateau of China[J]. INTERNATIONAL JOURNAL OF REMOTE SENSING,2020,41(14):5257-5276. |
| APA | Zhao, Shangmin,Zhao, Hengyang,Li, Rongping,Cheng, Weiming,&Zhou, Chenghu.(2020).A quantitative model to simulate the vertical errors of SRTM3 DEM V4 data at the pixel level in the Shanbei Plateau of China.INTERNATIONAL JOURNAL OF REMOTE SENSING,41(14),5257-5276. |
| MLA | Zhao, Shangmin,et al."A quantitative model to simulate the vertical errors of SRTM3 DEM V4 data at the pixel level in the Shanbei Plateau of China".INTERNATIONAL JOURNAL OF REMOTE SENSING 41.14(2020):5257-5276. |
入库方式： OAI收割
来源：地理科学与资源研究所
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