Title
A fuzzy c-means classification of elevation derivatives to extract the morphometric classification of landforms in Snowdonia, Wales
Abstract
The increasing global coverage of high resolution/large-scale digital elevation data has allowed the study of geomorphological form to receive renewed attention by providing accessible datasets for the characterisation and quantification of land surfaces. Digital elevation models (DEMs) provide quantitative elevation data, but it is the characterisation and extraction of geomorphologically significant measures (morphometric indices) from these raw data that form more informative and useful datasets. Common to many geographical measures, morphometric measures derived from DEMs are dependent on the scale of observation. This paper reports results of employing a fuzzy c-means classification for a sample DEM from Snowdonia, Wales, with a number of morphometric measures at different resolutions as input, and morphometric classification of landforms at each resolution as output. The classifications reveal that different landscape components or morphometric classes are important at different resolutions, and that morphometric classes exhibit resolution dependency in their geographical extents. Examination of the scale dependency and behaviour of morphometric classifications of landforms at different resolutions provides a fuller and more holistic view of the classes present than a single-scale analysis.
Year
DOI
Venue
2007
10.1016/j.cageo.2007.05.005
Computers & Geosciences
Keywords
Field
DocType
morphometric classification,morphometric index,morphometric measure,high resolution,large-scale digital elevation data,different landscape component,different resolution,digital elevation model,morphometric class,elevation derivative,fuzzy c-means classification,morphometric classes exhibit resolution,resolution,fuzzy,landforms
Data mining,Data processing,Computer science,Fuzzy logic,Raw data,Digital elevation model,Landform,Elevation,Cartography
Journal
Volume
Issue
ISSN
33
10
Computers and Geosciences
Citations 
PageRank 
References 
6
1.18
3
Authors
4
Name
Order
Citations
PageRank
K. E. Arrell161.18
P. F. Fisher261.18
Nicholas J. Tate3267.47
Lucy Bastin416417.19