On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands

Global change and GHG emission modelling are dependent on accurate wetness estimations for predictions of e.g. methane emissions. This study aims to quantify how the slope, drainage area and the TWI vary with the resolution of DEMs for a flat peatland area. Six DEMs with spatial resolutions from 0....

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Main Authors: Abdulghani Hasan, Petter Pilesjö, Andreas Persson
Format: Article
Language:English
Published: Vilnius Gediminas Technical University 2012-06-01
Series:Geodesy and Cartography
Subjects:
Online Access:https://journals.vgtu.lt/index.php/GAC/article/view/4740
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spelling doaj-e8c5f0ac678f4023bc6c65024dce19052021-07-02T06:05:50ZengVilnius Gediminas Technical UniversityGeodesy and Cartography2029-69912029-70092012-06-0138210.3846/20296991.2012.702983On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlandsAbdulghani Hasan0Petter Pilesjö1Andreas Persson2Department of Physical Geography and Ecosystem Science, Lund University, Sölvegatan 12, 22362 Lund, SwedenDepartment of Physical Geography and Ecosystem Science, Lund University, Sölvegatan 12, 22362 Lund, SwedenDepartment of Physical Geography and Ecosystem Science, Lund University, Sölvegatan 12, 22362 Lund, Sweden Global change and GHG emission modelling are dependent on accurate wetness estimations for predictions of e.g. methane emissions. This study aims to quantify how the slope, drainage area and the TWI vary with the resolution of DEMs for a flat peatland area. Six DEMs with spatial resolutions from 0.5 to 90 m were interpolated with four different search radiuses. The relationship between accuracy of the DEM and the slope was tested. The LiDAR elevation data was divided into two data sets. The number of data points facilitated an evaluation dataset with data points not more than 10 mm away from the cell centre points in the interpolation dataset. The DEM was evaluated using a quantile-quantile test and the normalized median absolute deviation. It showed independence of the resolution when using the same search radius. The accuracy of the estimated elevation for different slopes was tested using the 0.5 meter DEM and it showed a higher deviation from evaluation data for steep areas. The slope estimations between resolutions showed differences with values that exceeded 50%. Drainage areas were tested for three resolutions, with coinciding evaluation points. The model ability to generate drainage area at each resolution was tested by pair wise comparison of three data subsets and showed differences of more than 50% in 25% of the evaluated points. The results show that consideration of DEM resolution is a necessity for the use of slope, drainage area and TWI data in large scale modelling. https://journals.vgtu.lt/index.php/GAC/article/view/4740digital elevation modelLiDARwetness index indices
collection DOAJ
language English
format Article
sources DOAJ
author Abdulghani Hasan
Petter Pilesjö
Andreas Persson
spellingShingle Abdulghani Hasan
Petter Pilesjö
Andreas Persson
On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands
Geodesy and Cartography
digital elevation model
LiDAR
wetness index indices
author_facet Abdulghani Hasan
Petter Pilesjö
Andreas Persson
author_sort Abdulghani Hasan
title On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands
title_short On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands
title_full On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands
title_fullStr On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands
title_full_unstemmed On generating digital elevation models from liDAR data – resolution versus accuracy and topographic wetness index indices in northern peatlands
title_sort on generating digital elevation models from lidar data – resolution versus accuracy and topographic wetness index indices in northern peatlands
publisher Vilnius Gediminas Technical University
series Geodesy and Cartography
issn 2029-6991
2029-7009
publishDate 2012-06-01
description Global change and GHG emission modelling are dependent on accurate wetness estimations for predictions of e.g. methane emissions. This study aims to quantify how the slope, drainage area and the TWI vary with the resolution of DEMs for a flat peatland area. Six DEMs with spatial resolutions from 0.5 to 90 m were interpolated with four different search radiuses. The relationship between accuracy of the DEM and the slope was tested. The LiDAR elevation data was divided into two data sets. The number of data points facilitated an evaluation dataset with data points not more than 10 mm away from the cell centre points in the interpolation dataset. The DEM was evaluated using a quantile-quantile test and the normalized median absolute deviation. It showed independence of the resolution when using the same search radius. The accuracy of the estimated elevation for different slopes was tested using the 0.5 meter DEM and it showed a higher deviation from evaluation data for steep areas. The slope estimations between resolutions showed differences with values that exceeded 50%. Drainage areas were tested for three resolutions, with coinciding evaluation points. The model ability to generate drainage area at each resolution was tested by pair wise comparison of three data subsets and showed differences of more than 50% in 25% of the evaluated points. The results show that consideration of DEM resolution is a necessity for the use of slope, drainage area and TWI data in large scale modelling.
topic digital elevation model
LiDAR
wetness index indices
url https://journals.vgtu.lt/index.php/GAC/article/view/4740
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AT andreaspersson ongeneratingdigitalelevationmodelsfromlidardataresolutionversusaccuracyandtopographicwetnessindexindicesinnorthernpeatlands
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