Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format

This study subdivides the Potter Cove, King George Island, Antarctica, into seafloor regions using multivariate statistical methods. These regions are categories used for comparing, contrasting and quantifying biogeochemical processes and biodiversity between ocean regions geographically but also re...

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Main Authors: Jerosch, Kerstin, Scharf, Frauke Katharina, Pehlke, Hendrik, Weber, Lukas, Abele, Doris
Format: Dataset
Language:English
Published: PANGAEA 2016
Subjects:
Online Access:https://doi.pangaea.de/10.1594/PANGAEA.856971
https://doi.org/10.1594/PANGAEA.856971
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record_format openpolar
spelling ftpangaea:oai:pangaea.de:doi:10.1594/PANGAEA.856971 2023-05-15T14:03:05+02:00 Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format Jerosch, Kerstin Scharf, Frauke Katharina Pehlke, Hendrik Weber, Lukas Abele, Doris LATITUDE: -62.233330 * LONGITUDE: -58.666660 * MINIMUM ELEVATION: -35.0 m * MAXIMUM ELEVATION: -35.0 m 2016-01-16 application/zip, 101.5 MBytes https://doi.pangaea.de/10.1594/PANGAEA.856971 https://doi.org/10.1594/PANGAEA.856971 en eng PANGAEA https://doi.pangaea.de/10.1594/PANGAEA.856971 https://doi.org/10.1594/PANGAEA.856971 Access constraints: access rights needed info:eu-repo/semantics/restrictedAccess Supplement to: Jerosch, Kerstin; Scharf, Frauke Katharina; Pehlke, Hendrik; Weber, Lukas; Abele, Doris (in prep.): Explanation of the spatial distribution of physiochemical properties of Potter Cove, Antarctica, by classification of Potter Cove, Antarctica, via k means clustering, canonical-correlation analysis and multidimensional scaling. Carlini/Jubany Station IMCOAST/IMCONet Impact of climate induced glacier melt on marine coastal systems Antarctica Jubany_Dallmann MULT Multiple investigations PotterCove Potter Cove King George Island Antarctic Peninsula Dataset 2016 ftpangaea https://doi.org/10.1594/PANGAEA.856971 2023-01-20T09:06:43Z This study subdivides the Potter Cove, King George Island, Antarctica, into seafloor regions using multivariate statistical methods. These regions are categories used for comparing, contrasting and quantifying biogeochemical processes and biodiversity between ocean regions geographically but also regions under development within the scope of global change. The division obtained is characterized by the dominating components and interpreted in terms of ruling environmental conditions. The analysis includes in total 42 different environmental variables, interpolated based on samples taken during Australian summer seasons 2010/2011 and 2011/2012. The statistical errors of several interpolation methods (e.g. IDW, Indicator, Ordinary and Co-Kriging) with changing settings have been compared and the most reasonable method has been applied. The multivariate mathematical procedures used are regionalized classification via k means cluster analysis, canonical-correlation analysis and multidimensional scaling. Canonical-correlation analysis identifies the influencing factors in the different parts of the cove. Several methods for the identification of the optimum number of clusters have been tested and 4, 7, 10 as well as 12 were identified as reasonable numbers for clustering the Potter Cove. Especially the results of 10 and 12 clusters identify marine-influenced regions which can be clearly separated from those determined by the geological catchment area and the ones dominated by river discharge. Dataset Antarc* Antarctic Antarctic Peninsula Antarctica King George Island PANGAEA - Data Publisher for Earth & Environmental Science Antarctic Antarctic Peninsula King George Island Potter Cove ENVELOPE(-58.666660,-58.666660,-62.233330,-62.233330)
institution Open Polar
collection PANGAEA - Data Publisher for Earth & Environmental Science
op_collection_id ftpangaea
language English
topic Carlini/Jubany Station
IMCOAST/IMCONet
Impact of climate induced glacier melt on marine coastal systems
Antarctica
Jubany_Dallmann
MULT
Multiple investigations
PotterCove
Potter Cove
King George Island
Antarctic Peninsula
spellingShingle Carlini/Jubany Station
IMCOAST/IMCONet
Impact of climate induced glacier melt on marine coastal systems
Antarctica
Jubany_Dallmann
MULT
Multiple investigations
PotterCove
Potter Cove
King George Island
Antarctic Peninsula
Jerosch, Kerstin
Scharf, Frauke Katharina
Pehlke, Hendrik
Weber, Lukas
Abele, Doris
Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format
topic_facet Carlini/Jubany Station
IMCOAST/IMCONet
Impact of climate induced glacier melt on marine coastal systems
Antarctica
Jubany_Dallmann
MULT
Multiple investigations
PotterCove
Potter Cove
King George Island
Antarctic Peninsula
description This study subdivides the Potter Cove, King George Island, Antarctica, into seafloor regions using multivariate statistical methods. These regions are categories used for comparing, contrasting and quantifying biogeochemical processes and biodiversity between ocean regions geographically but also regions under development within the scope of global change. The division obtained is characterized by the dominating components and interpreted in terms of ruling environmental conditions. The analysis includes in total 42 different environmental variables, interpolated based on samples taken during Australian summer seasons 2010/2011 and 2011/2012. The statistical errors of several interpolation methods (e.g. IDW, Indicator, Ordinary and Co-Kriging) with changing settings have been compared and the most reasonable method has been applied. The multivariate mathematical procedures used are regionalized classification via k means cluster analysis, canonical-correlation analysis and multidimensional scaling. Canonical-correlation analysis identifies the influencing factors in the different parts of the cove. Several methods for the identification of the optimum number of clusters have been tested and 4, 7, 10 as well as 12 were identified as reasonable numbers for clustering the Potter Cove. Especially the results of 10 and 12 clusters identify marine-influenced regions which can be clearly separated from those determined by the geological catchment area and the ones dominated by river discharge.
format Dataset
author Jerosch, Kerstin
Scharf, Frauke Katharina
Pehlke, Hendrik
Weber, Lukas
Abele, Doris
author_facet Jerosch, Kerstin
Scharf, Frauke Katharina
Pehlke, Hendrik
Weber, Lukas
Abele, Doris
author_sort Jerosch, Kerstin
title Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format
title_short Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format
title_full Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format
title_fullStr Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format
title_full_unstemmed Environmental variables and multivariate seabed classification maps via k means clustering of Potter Cove, Antarctica, link to input and result files in GeoTIFF format
title_sort environmental variables and multivariate seabed classification maps via k means clustering of potter cove, antarctica, link to input and result files in geotiff format
publisher PANGAEA
publishDate 2016
url https://doi.pangaea.de/10.1594/PANGAEA.856971
https://doi.org/10.1594/PANGAEA.856971
op_coverage LATITUDE: -62.233330 * LONGITUDE: -58.666660 * MINIMUM ELEVATION: -35.0 m * MAXIMUM ELEVATION: -35.0 m
long_lat ENVELOPE(-58.666660,-58.666660,-62.233330,-62.233330)
geographic Antarctic
Antarctic Peninsula
King George Island
Potter Cove
geographic_facet Antarctic
Antarctic Peninsula
King George Island
Potter Cove
genre Antarc*
Antarctic
Antarctic Peninsula
Antarctica
King George Island
genre_facet Antarc*
Antarctic
Antarctic Peninsula
Antarctica
King George Island
op_source Supplement to: Jerosch, Kerstin; Scharf, Frauke Katharina; Pehlke, Hendrik; Weber, Lukas; Abele, Doris (in prep.): Explanation of the spatial distribution of physiochemical properties of Potter Cove, Antarctica, by classification of Potter Cove, Antarctica, via k means clustering, canonical-correlation analysis and multidimensional scaling.
op_relation https://doi.pangaea.de/10.1594/PANGAEA.856971
https://doi.org/10.1594/PANGAEA.856971
op_rights Access constraints: access rights needed
info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1594/PANGAEA.856971
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