Geomorphometric relief classification with the k-median method in the Silesian Upland, southern Poland
The aim of this study is geomorphometric relief classification of a temperate latitude upland area in Central Europe. The Silesian Upland represents diversified structural relief which contains a fan-shaped configuration of long thresholds and wide erosion depressions. A 20 m × 20 m digital elevatio...
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Published in: | Frontiers of earth science Vol. 14; no. 1; pp. 152 - 170 |
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Main Authors: | , |
Format: | Journal Article |
Language: | English |
Published: |
Beijing
Higher Education Press
01-03-2020
Springer Nature B.V |
Subjects: | |
Online Access: | Get full text |
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Summary: | The aim of this study is geomorphometric relief classification of a temperate latitude upland area in Central Europe. The Silesian Upland represents diversified structural relief which contains a fan-shaped configuration of long thresholds and wide erosion depressions. A 20 m × 20 m digital elevation model (DEM) provided input data for the analysis. The k-median method was applied to examine morphometric variables of the relief. The aim of these activities was to identify clusters with objects of similar mathematical characteristics. These clusters were the basis of landform classification. Smaller numbers of clusters 4 transparently show hypsometric relationships. Key elements of the morphology of the area were clearly visible. The division into 6 clusters gives the best results-a detailed but clear image of the morphological diversity by distinguishing characteristic landform elements. The results for 8 clusters show significant background noise and are ambiguous, which makes them difficult to identify. Our research has confirmed that the k-median method is a useful tool for landform classifications. We determined optimal parameters of this method (filtering window size, DEM resolution, number of clusters, aspect influence). |
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Bibliography: | geomorphometry digital elevation model (DEM) Document received on :2018-11-19 k-median method Silesian Upland relief classifications Document accepted on :2019-05-04 |
ISSN: | 2095-0195 2095-0209 |
DOI: | 10.1007/s11707-019-0765-9 |