Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments

Digital terrain models (DTMs) are a fundamental source of information in Earth sciences. DTM-based studies, however, can contain remarkable biases if limitations and inaccuracies in these models are disregarded. In this work, four freely available datasets, including Shuttle Radar Topography Mission...

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Main Authors: Lukas Graf, Mariano Moreno-de-las-Heras, Maurici Ruiz, Aleix Calsamiglia, Julián García-Comendador, Josep Fortesa, José A. López-Tarazón, Joan Estrany
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/10/12/2014
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spelling doaj-47ffab7bf39840d3aede8686630132d62020-11-25T00:13:14ZengMDPI AGRemote Sensing2072-42922018-12-011012201410.3390/rs10122014rs10122014Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean CatchmentsLukas Graf0Mariano Moreno-de-las-Heras1Maurici Ruiz2Aleix Calsamiglia3Julián García-Comendador4Josep Fortesa5José A. López-Tarazón6Joan Estrany7Mediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainSurface Hydrology and Erosion Group—SHEg, Institute of Environmental Assessment &amp; Water Research (IDAEA), Spanish Research Council (CSIC), E-08034 Barcelona, SpainMediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainMediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainMediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainMediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainMediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainMediterranean Ecogeomorphological and Hydrological Connectivity Research Team—MEDhyCON, Department of Geography, University of the Balearic Islands, E-07122 Palma, SpainDigital terrain models (DTMs) are a fundamental source of information in Earth sciences. DTM-based studies, however, can contain remarkable biases if limitations and inaccuracies in these models are disregarded. In this work, four freely available datasets, including Shuttle Radar Topography Mission C-Band Synthetic Aperture Radar (SRTM C-SAR V3 DEM), Advanced Spaceborne Thermal Emission and Reflection Radiometer Global Digital Elevation Map (ASTER GDEM V2), and two nationwide airborne light detection and ranging (LiDAR)-derived DTMs (at 5-m and 1-m spatial resolution, respectively) were analysed in three geomorphologically contrasting, small (3&#8315;5 km<sup>2</sup>) catchments located in Mediterranean landscapes under intensive human influence (Mallorca Island, Spain). Vertical accuracy as well as the influence of each dataset&#8217;s characteristics on hydrological and geomorphological modelling applicability were assessed by using ground-truth data, classic geometric and morphometric parameters, and a recently proposed index of sediment connectivity. Overall vertical accuracy&#8212;expressed as the root mean squared error (RMSE) and normalised median deviation (NMAD)&#8212;revealed the highest accuracy for the 1-m (RMSE = 1.55 m; NMAD = 0.44 m) and 5-m LiDAR DTMs (RMSE = 1.73 m; NMAD = 0.84 m). Vertical accuracy of the SRTM data was lower (RMSE = 6.98 m; NMAD = 5.27 m), but considerably higher than for the ASTER data (RMSE = 16.10 m; NMAD = 11.23 m). All datasets were affected by systematic distortions. Propagation of these errors and coarse horizontal resolution caused negative impacts on flow routing, stream network, and catchment delineation, and to a lower extent, on the distribution of slope values. These limitations should be carefully considered when applying DTMs for catchment hydrogeomorphological modelling.https://www.mdpi.com/2072-4292/10/12/2014digital terrain modelsDTM vertical accuracyDTM comparisonhydrogeomorphological modellingMediterranean catchments
collection DOAJ
language English
format Article
sources DOAJ
author Lukas Graf
Mariano Moreno-de-las-Heras
Maurici Ruiz
Aleix Calsamiglia
Julián García-Comendador
Josep Fortesa
José A. López-Tarazón
Joan Estrany
spellingShingle Lukas Graf
Mariano Moreno-de-las-Heras
Maurici Ruiz
Aleix Calsamiglia
Julián García-Comendador
Josep Fortesa
José A. López-Tarazón
Joan Estrany
Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments
Remote Sensing
digital terrain models
DTM vertical accuracy
DTM comparison
hydrogeomorphological modelling
Mediterranean catchments
author_facet Lukas Graf
Mariano Moreno-de-las-Heras
Maurici Ruiz
Aleix Calsamiglia
Julián García-Comendador
Josep Fortesa
José A. López-Tarazón
Joan Estrany
author_sort Lukas Graf
title Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments
title_short Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments
title_full Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments
title_fullStr Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments
title_full_unstemmed Accuracy Assessment of Digital Terrain Model Dataset Sources for Hydrogeomorphological Modelling in Small Mediterranean Catchments
title_sort accuracy assessment of digital terrain model dataset sources for hydrogeomorphological modelling in small mediterranean catchments
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2018-12-01
description Digital terrain models (DTMs) are a fundamental source of information in Earth sciences. DTM-based studies, however, can contain remarkable biases if limitations and inaccuracies in these models are disregarded. In this work, four freely available datasets, including Shuttle Radar Topography Mission C-Band Synthetic Aperture Radar (SRTM C-SAR V3 DEM), Advanced Spaceborne Thermal Emission and Reflection Radiometer Global Digital Elevation Map (ASTER GDEM V2), and two nationwide airborne light detection and ranging (LiDAR)-derived DTMs (at 5-m and 1-m spatial resolution, respectively) were analysed in three geomorphologically contrasting, small (3&#8315;5 km<sup>2</sup>) catchments located in Mediterranean landscapes under intensive human influence (Mallorca Island, Spain). Vertical accuracy as well as the influence of each dataset&#8217;s characteristics on hydrological and geomorphological modelling applicability were assessed by using ground-truth data, classic geometric and morphometric parameters, and a recently proposed index of sediment connectivity. Overall vertical accuracy&#8212;expressed as the root mean squared error (RMSE) and normalised median deviation (NMAD)&#8212;revealed the highest accuracy for the 1-m (RMSE = 1.55 m; NMAD = 0.44 m) and 5-m LiDAR DTMs (RMSE = 1.73 m; NMAD = 0.84 m). Vertical accuracy of the SRTM data was lower (RMSE = 6.98 m; NMAD = 5.27 m), but considerably higher than for the ASTER data (RMSE = 16.10 m; NMAD = 11.23 m). All datasets were affected by systematic distortions. Propagation of these errors and coarse horizontal resolution caused negative impacts on flow routing, stream network, and catchment delineation, and to a lower extent, on the distribution of slope values. These limitations should be carefully considered when applying DTMs for catchment hydrogeomorphological modelling.
topic digital terrain models
DTM vertical accuracy
DTM comparison
hydrogeomorphological modelling
Mediterranean catchments
url https://www.mdpi.com/2072-4292/10/12/2014
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