Novel Approach for Ranking DEMs: Copernicus DEM Improves One Arc Second Open Global Topography

被引:22
作者
Bielski, Conrad [1 ]
Lopez-Vazquez, Carlos [2 ]
Grohmann, Carlos H. [3 ]
Guth, Peter L. [4 ]
Hawker, Laurence [5 ]
Gesch, Dean [6 ]
Trevisani, Sebastiano [7 ]
Herrera-Cruz, Virginia [8 ]
Riazanoff, Serge [9 ]
Corseaux, Axel [9 ]
Reuter, Hannes I. [10 ]
Strobl, Peter [11 ]
机构
[1] EOXPLORE, D-8204 Oberhaching, Germany
[2] Univ ORT Uruguay, LatinGEO Lab IGMORT, Montevideo 11100, Uruguay
[3] Univ Sao Paulo, Inst Energy & Environm SPAMLab IEE, Spatial Analysis&Modelling Lab, BR-05508010 Sao Paulo, Brazil
[4] United States Naval Acad, Dept Ocean & Atmospher Sci, Annapolis, MD 21402 USA
[5] Univ Bristol, Sch Geog Sci, Bristol BS8 1SS, England
[6] US Geol Survey, Earth Resources Observat & Sci Ctr, Sioux Falls, SD 57198 USA
[7] Iuav Univ Venice, Dept Culture Progetto, I-30135 Venice, Italy
[8] Airbus Def & Space, D-88039 Friedrichshafen, Germany
[9] VisioTerra, F-77420 Champs Sur Marne, France
[10] European Commiss, Eurostat, L-2721 Luxembourg, Luxembourg
[11] European Commiss, Joint Res Ctr JRC, I-21027 Ispra, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2024年 / 62卷
关键词
Friedman statistics; global digital elevation model (DEM); intercomparison; open-source tools; ASTER GDEM; SRTM; MODEL; ACCURACY; ALOS; GEOMORPHOMETRY; VALIDATION; GENERATION; ALGORITHM; ROUGHNESS;
D O I
10.1109/TGRS.2024.3368015
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
We present a practical approach to intercompare a range of candidate digital elevation models (DEMs) based on predefined criteria and a statistically sound ranking approach. The presented approach integrates the randomized complete block design (RCBD) into a novel framework for DEM comparison. The method presented provides a flexible, statistically sound, and customizable tool for evaluating the quality of any raster-in this case, a DEM-by means of a ranking approach, which takes into account a confidence level and can use both quantitative and qualitative criteria. The users can design their own criteria for the quality evaluation in relation to their specific needs. The application of the RCBD method to rank six 1 '' global DEMs, considering a wide set of study sites, covering different morphological and land cover settings, highlights the potentialities of the approach. We used a suite of criteria relating to the differences in the elevation, slope, and roughness distributions compared to reference DEMs aggregated from 1- to 5-m light detection and ranging (LiDAR)-derived DEMs. Results confirmed the significant superiority of Copernicus DEM (CopDEM) 1 '' and its derivative forests and buildings removed DEM (FABDEM) as the overall best 1 '' global DEMs. They are slightly better than Advanced Land Observing Satellite (ALOS) and clearly outperform NASADEM and SRTM, which are, in turn, much better than advanced spaceborne thermal emission and reflection radiometer (ASTER).
引用
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页码:1 / 22
页数:22
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