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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Vilnius Gediminas Technical University
2012-06-01
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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.
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topic |
digital elevation model LiDAR wetness index indices |
url |
https://journals.vgtu.lt/index.php/GAC/article/view/4740 |
work_keys_str_mv |
AT abdulghanihasan ongeneratingdigitalelevationmodelsfromlidardataresolutionversusaccuracyandtopographicwetnessindexindicesinnorthernpeatlands AT petterpilesjo ongeneratingdigitalelevationmodelsfromlidardataresolutionversusaccuracyandtopographicwetnessindexindicesinnorthernpeatlands AT andreaspersson ongeneratingdigitalelevationmodelsfromlidardataresolutionversusaccuracyandtopographicwetnessindexindicesinnorthernpeatlands |
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1721337757659299840 |