Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.

Navigation charts of the post-glacial regions of Arctic fjords tend not to cover regions from which glaciers have retreated. Whilst research vessels can make detailed bathymetric models using multibeam echosounders, they are often too large to enter such areas. To map these regions therefore require...

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Main Authors: Mateusz Moskalik, Jarosław Tęgowski, Piotr Grabowiecki, Monika Żulichowska
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier 2014
Subjects:
Online Access:https://doaj.org/article/399af8e08433414db7909dd8c28f3107
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spelling ftdoajarticles:oai:doaj.org/article:399af8e08433414db7909dd8c28f3107 2023-05-15T15:09:16+02:00 Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038. Mateusz Moskalik Jarosław Tęgowski Piotr Grabowiecki Monika Żulichowska 2014-01-01T00:00:00Z https://doaj.org/article/399af8e08433414db7909dd8c28f3107 EN eng Elsevier http://www.sciencedirect.com/science/article/pii/S0078323414500036 https://doaj.org/toc/0078-3234 0078-3234 https://doaj.org/article/399af8e08433414db7909dd8c28f3107 Oceanologia, Vol 56, Iss 1, Pp 59-84 (2014) Fjord morphology Brepollen Hornsund Svalbard Principal Component Cluster Analyses Oceanography GC1-1581 article 2014 ftdoajarticles 2022-12-31T04:28:32Z Navigation charts of the post-glacial regions of Arctic fjords tend not to cover regions from which glaciers have retreated. Whilst research vessels can make detailed bathymetric models using multibeam echosounders, they are often too large to enter such areas. To map these regions therefore requires smaller boats carrying single beam echosounders. To obtain morphology models of equivalent quality to those generated using multibeam echosounders, new ways of processing data from single beam echosounders have to be found. The results and comprehensive analysis of such measurements conducted in Brepollen (Hornsund, Spitsbergen) are presented in this article. The morphological differentiation of the seafloor was determined by calculating statistical, spectral and wavelet transformation, fractal and median filtration parameters of segments of bathymetric profiles. This set of parameters constituted the input for Principal Component Analysis and then in the form of Principal Components for the Cluster Analysis. As a result of this procedure, three morphological classes are proposed for Brepollen: (i) steep slopes (southern Brepollen), (ii) flat bottoms (central Brepollen) and gentle slopes (the Storebreen glacier valley and the southern part of the Hornbreen glacier valley), (iii) the morphologically most diverse region (the central Storebreen valley, the northern part of the Hornbreen glacier valley and the north-eastern part of central Brepollen). Article in Journal/Newspaper Arctic glacier Hornsund Svalbard Spitsbergen Directory of Open Access Journals: DOAJ Articles Arctic Brepollen ENVELOPE(16.358,16.358,76.991,76.991) Hornbreen ENVELOPE(16.689,16.689,77.066,77.066) Hornsund ENVELOPE(15.865,15.865,76.979,76.979) Svalbard
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Fjord morphology
Brepollen
Hornsund
Svalbard
Principal Component
Cluster Analyses
Oceanography
GC1-1581
spellingShingle Fjord morphology
Brepollen
Hornsund
Svalbard
Principal Component
Cluster Analyses
Oceanography
GC1-1581
Mateusz Moskalik
Jarosław Tęgowski
Piotr Grabowiecki
Monika Żulichowska
Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.
topic_facet Fjord morphology
Brepollen
Hornsund
Svalbard
Principal Component
Cluster Analyses
Oceanography
GC1-1581
description Navigation charts of the post-glacial regions of Arctic fjords tend not to cover regions from which glaciers have retreated. Whilst research vessels can make detailed bathymetric models using multibeam echosounders, they are often too large to enter such areas. To map these regions therefore requires smaller boats carrying single beam echosounders. To obtain morphology models of equivalent quality to those generated using multibeam echosounders, new ways of processing data from single beam echosounders have to be found. The results and comprehensive analysis of such measurements conducted in Brepollen (Hornsund, Spitsbergen) are presented in this article. The morphological differentiation of the seafloor was determined by calculating statistical, spectral and wavelet transformation, fractal and median filtration parameters of segments of bathymetric profiles. This set of parameters constituted the input for Principal Component Analysis and then in the form of Principal Components for the Cluster Analysis. As a result of this procedure, three morphological classes are proposed for Brepollen: (i) steep slopes (southern Brepollen), (ii) flat bottoms (central Brepollen) and gentle slopes (the Storebreen glacier valley and the southern part of the Hornbreen glacier valley), (iii) the morphologically most diverse region (the central Storebreen valley, the northern part of the Hornbreen glacier valley and the north-eastern part of central Brepollen).
format Article in Journal/Newspaper
author Mateusz Moskalik
Jarosław Tęgowski
Piotr Grabowiecki
Monika Żulichowska
author_facet Mateusz Moskalik
Jarosław Tęgowski
Piotr Grabowiecki
Monika Żulichowska
author_sort Mateusz Moskalik
title Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.
title_short Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.
title_full Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.
title_fullStr Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.
title_full_unstemmed Principal Component and Cluster Analysis for determining diversification of bottom morphology based on bathymetric profiles from Brepollen (Hornsund, Spitsbergen)* The project was partly supported by The Polish Ministry of Sciences and Higher Education Grant No. N N525 350038.
title_sort principal component and cluster analysis for determining diversification of bottom morphology based on bathymetric profiles from brepollen (hornsund, spitsbergen)* the project was partly supported by the polish ministry of sciences and higher education grant no. n n525 350038.
publisher Elsevier
publishDate 2014
url https://doaj.org/article/399af8e08433414db7909dd8c28f3107
long_lat ENVELOPE(16.358,16.358,76.991,76.991)
ENVELOPE(16.689,16.689,77.066,77.066)
ENVELOPE(15.865,15.865,76.979,76.979)
geographic Arctic
Brepollen
Hornbreen
Hornsund
Svalbard
geographic_facet Arctic
Brepollen
Hornbreen
Hornsund
Svalbard
genre Arctic
glacier
Hornsund
Svalbard
Spitsbergen
genre_facet Arctic
glacier
Hornsund
Svalbard
Spitsbergen
op_source Oceanologia, Vol 56, Iss 1, Pp 59-84 (2014)
op_relation http://www.sciencedirect.com/science/article/pii/S0078323414500036
https://doaj.org/toc/0078-3234
0078-3234
https://doaj.org/article/399af8e08433414db7909dd8c28f3107
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