SRTM1 DEM与ASTER GDEM V2数据的对比分析
作者简介:武文娇(1990-),女,山西大同人,硕士生,研究方向为DEM数据在黄土高原地区的应用。E-mail: wuwenjiao0653@link.tyut.edu.cn
Copy editor: 1$_$000$_$000[M].北京:科学出版社 , [ The Geomorphologic Atlas of the People's Republic of China Committee. The geomorphologic atlas of the People's Republic of China1:1$_$000$_$000[M]. Beijing: Science Press , 2009. ]
收稿日期: 2016-11-18
要求修回日期: 2017-01-01
网络出版日期: 2017-08-20
基金资助
国家自然科学基金项目(41301469、41171332)
科技基础性工作专项项目(2011FY110400-2)
测绘地理信息公益性行业科研专项项目(201512033)
Analysis and Comparison of SRTM1 DEM and ASTER GDEM V2 Data
Copy editor: 2009. , [ The Geomorphologic Atlas of the People's Republic of China Committee. The geomorphologic atlas of the People's Republic of China1:1$_$000$_$000[M]. Beijing: Science Press , 2009. ]
Received date: 2016-11-18
Request revised date: 2017-01-01
Online published: 2017-08-20
Copyright
本文以山西省为实验区,基于ICESat/GLA14测高数据对SRTM1 DEM和ASTER GDEM V2数据的垂直精度进行了对比,分析了其在坡度、土地利用类型和地貌类型中的误差分布情况,并基于地形剖面方法分析了2种DEM数据在地形表达上的差异。研究结果表明:① 在垂直精度上,SRTM1 DEM数据要明显高于ASTER GDEM V2数据,其绝对误差均值分别为4.0 m和7.8 m,标准偏差分别为6.0 m和10.7 m,均方根误差分别为6.1 m和10.7 m。② 这2种DEM数据的精度受坡度影响严重,随坡度值的升高误差增大;SRTM1 DEM的绝对误差均值、标准偏差和均方根误差在水田最小,在林地最大,而ASTER GDEM V2的这3种误差在居民用地最小,在林地最大;SRTM1 DEM 和ASTER GDEM V2的绝对误差均值、标准偏差和均方根误差在平原地区最小,在大起伏山地最大。③ 在平原和台地地区,ASTER GDEM V2数据高程值有异常波动,SRTM1 DEM在起伏山地存在对山谷过高估计。总体上,SRTM1 DEM比ASTER GDEM V2对地形的表达准确,与ICESat/GLA14对地形的描述基本相一致。
关键词: 垂直精度; SRTM1 DEM; ASTER GDEM V2; ICESat/GLA14; 山西省
武文娇 , 章诗芳 , 赵尚民 . SRTM1 DEM与ASTER GDEM V2数据的对比分析[J]. 地球信息科学学报, 2017 , 19(8) : 1108 -1115 . DOI: 10.3724/SP.J.1047.2017.01108
Taking Shanxi Province as the research area, this paper compared the vertical accuracy of SRTM1 DEM and ASTER GDEM V2 data based on ICESat/GLA14 altimetry data. Firstly, error values for these two DEM datasets were acquired by taking ICESat/GLA14 data as the real data, and their error parameters were also calculated, such as mean error (ME), absolute mean error (AME), standard deviation (STD) and root mean square error (RMSE). Then, the error distribution of these two DEM datasets were analysed within the classes of slope, land use type and landform type. Finally, based on topographic profile method, the vertical error differences between these two DEM datasets in topographic types were analysed. The research results showed: (1) The vertical accuracy of SRTM1 DEM data is significantly higher than that of ASTER GDEM V2 data. The RMSE values of SRTM1 DEM and ASTER GDEM V2 are 6.1 m and 10.7 m, respectively. (2) Error analysis based on slope factor showed that the vertical accuracy of these two DEM datasets is affected seriously by the slope, and the error value increases with the increase of the slope value. Error analysis based on land use factor showed that the AME, STD and RMSE values of SRTM1 DEM are the lowest in paddy field, the highest in forestland, and the three error parameters of ASTER GDEM V2 are the lowest in building and the highest in forestland. Error analysis based on landform type factor showed that the AME, STD and RMSE values of SRTM1 DEM and ASTER GDEM V2 data are the lowest in the plain area, and the highest in large fluctuation mountain area. (3) On the selected topographic profiles in plain and terrace areas, the elevation value of ASTER GDEM V2 data have abnormal fluctuations. SRTM1 DEM data is too high for the estimation of valley. Overall, SRTM1 DEM is more accurate than ASTER GDEM V2 for terrain representation, which is basically consistent with ICESat/GLA14.
Key words: vertical accuracy; SRTM1 DEM; ASTER GDEM V2; ICESat/GLA14; Shanxi Province
Fig. 1 SRTM1 DEM and ASTER GDEM V2 data in the study area图1 山西省SRTM1 DEM和ASTER GDEM V2数据 |
Fig. 2 ICESat/GLA14 data in the study area图2 山西省ICESat/GLA14数据分布 |
Fig. 3 Landform type and profile location in the study area图3 山西省地貌类型和剖面位置 |
Tab. 1 Comparison of statistical values among the ICESat, SRTM1 DEM and ASTER GDEM V2表1 ICESat、SRTM1 DEM和ASTER GDEM V2的统计数据的比较 |
| 统计参数 | 数量/个 | 最小值/m | 最大值/m | 平均值/m | 标准偏差/m |
|---|---|---|---|---|---|
| ICESat/GLA14 | 343 254 | 247.2 | 2641.2 | 1167.0 | 374.0 |
| SRTM1 DEM | 343 254 | 215.0 | 2645.1 | 1167.2 | 374.0 |
| ASTER GDEM V2 | 343 254 | 214.4 | 2655.6 | 1167.1 | 375.0 |
Tab. 2 Error distribution of SRTM1 DEM and ASTER GDEM V2 based on slope (m)表2 基于坡度的SRTM1 DEM和ASTER GDEM V2的误差分布(m) |
| 统计参数 | ≤3° | 3~8° | 8~15° | 15~5° | ≥25° | 全部 | |
|---|---|---|---|---|---|---|---|
| SRTM1 DEM | 平均误差 | 0.4 | 0.5 | 0.0 | -0.1 | 1.0 | 0.2 |
| 绝对误差均值 | 1.4 | 2.7 | 4.3 | 5.3 | 7.6 | 4.0 | |
| 标准偏差 | 2.1 | 3.9 | 5.8 | 7.2 | 10.3 | 6.0 | |
| 均方根误差 | 2.2 | 3.9 | 5.8 | 7.2 | 10.4 | 6.1 | |
| ASTER GDEM V2 | 平均误差 | -0.2 | -0.6 | -0.4 | 0.4 | 2.6 | 0.1 |
| 绝对误差均值 | 4.5 | 5.9 | 7.7 | 9.1 | 11.7 | 7.8 | |
| 标准偏差 | 6.1 | 8.0 | 10.2 | 11.9 | 14.8 | 10.7 | |
| 均方根误差 | 6.1 | 8.0 | 10.2 | 12.0 | 15.0 | 10.7 |
Tab. 3 Error distribution of SRTM1 DEM and ASTER GDEM V2 based on Land use type (m)表3 基于土地利用类型的山西省SRTM1 DEM和ASTER GDEM V2的误差分布(m) |
| 统计参数 | 旱地 | 水田 | 草地 | 林地 | 水域 | 居民用地 | 未利用地 | |
|---|---|---|---|---|---|---|---|---|
| SRTM1 DEM | 平均误差 | 0.1 | 0.2 | -0.1 | 0.7 | 1.0 | -0.0 | 1.0 |
| 绝对误差均值 | 2.6 | 1.3 | 4.9 | 5.4 | 2.8 | 2.2 | 2.0 | |
| 标准偏差 | 4.2 | 1.7 | 6.8 | 7.6 | 4.5 | 3.5 | 4.8 | |
| 均方根误差 | 4.2 | 1.7 | 6.8 | 7.6 | 4.7 | 3.5 | 4.9 | |
| ASTER GDEM V2 | 平均误差 | -1.1 | 3.2 | 0.9 | 1.2 | 0.8 | -0.5 | -0.6 |
| 绝对误差均值 | 6.6 | 7.1 | 8.5 | 9.4 | 8.7 | 5.1 | 5.8 | |
| 标准偏差 | 9.0 | 10.0 | 11.3 | 12.4 | 12.2 | 6.9 | 8.5 | |
| 均方根误差 | 9.0 | 10.5 | 11.3 | 12.5 | 12.2 | 6.9 | 8.5 |
Tab. 4 Error distribution of SRTM1 DEM and ASTER GDEM V2 based on landform type (m)表4 基于地貌类型的山西省SRTM1 DEM和ASTER GDEM V2的误差分布(m) |
| 统计参数 | 平原 | 台地 | 丘陵 | 小起伏山地 | 中起伏山地 | 大起伏山地 | |
|---|---|---|---|---|---|---|---|
| SRTM1 DEM | 平均误差 | 0.5 | 0.0 | -0.3 | -0.2 | 0.6 | 0.9 |
| 绝对误差均值 | 2.0 | 2.9 | 4.5 | 4.4 | 5.6 | 6.3 | |
| 标准偏差 | 3.4 | 4.8 | 6.3 | 6.1 | 7.7 | 8.9 | |
| 均方根误差 | 3.5 | 4.8 | 6.3 | 6.1 | 7.7 | 8.9 | |
| ASTER GDEM V2 | 平均误差 | -0.5 | -0.9 | -0.6 | -0.2 | 1.6 | 2.7 |
| 绝对误差均值 | 6.2 | 7.1 | 7.5 | 7.8 | 9.6 | 11.1 | |
| 标准偏差 | 8.6 | 9.9 | 10.0 | 10.4 | 12.6 | 14.2 | |
| 均方根误差 | 8.6 | 10.0 | 10.0 | 10.4 | 12.7 | 14.4 |
4.3 SRTM和ASTER GDEM的地形剖面分析 |
Fig. 4 Error frequency distribution of SRTM and ASTER GDEM图4 SRTM和ASTER GDEM的误差频率分布 |
Fig. 5 The topographic profiles of SRTM1 DEM and ASTER GDEM V2图5 山西省SRTM1 DEM和ASTER GDEM V2的地形剖面图 |
The authors have declared that no competing interests exist.
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