Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula

The glacier retreat observed during the last decades at Potter Cove (PC) causes an increasing amount of suspended particulate matter (SPM) in the water column, which has a high impact on sessile filter feeder? species at PC located at the West Antarctic Peninsula. SPM presents a highly-fluctuating d...

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Published in:Fluids
Main Authors: Neder, Camila, Sahade, Ricardo Jose, Abele, Doris, Pesch, Roland, Jerosch, Kerstin
Format: Article in Journal/Newspaper
Language:English
Published: MDPI
Subjects:
Online Access:http://hdl.handle.net/11336/142386
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spelling ftconicet:oai:ri.conicet.gov.ar:11336/142386 2023-10-09T21:47:16+02:00 Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula Neder, Camila Sahade, Ricardo Jose Abele, Doris Pesch, Roland Jerosch, Kerstin application/pdf http://hdl.handle.net/11336/142386 eng eng MDPI info:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2311-5521/5/4/235 info:eu-repo/semantics/altIdentifier/doi/10.3390/fluids5040235 http://hdl.handle.net/11336/142386 Neder, Camila; Sahade, Ricardo Jose; Abele, Doris; Pesch, Roland; Jerosch, Kerstin; Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula; MDPI; Fluids; 5; 4; 8-12-2020; 1-22 2311-5521 CONICET Digital CONICET info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ GEOSTATISTICAL INTERPOLATION BAYESIAN GLACIAL RUN-OFF SEDIMENT PLUME NEIGHBORHOOD ANALYSIS https://purl.org/becyt/ford/1.5 https://purl.org/becyt/ford/1 info:eu-repo/semantics/article info:ar-repo/semantics/artículo info:eu-repo/semantics/publishedVersion ftconicet https://doi.org/10.3390/fluids5040235 2023-09-24T19:57:45Z The glacier retreat observed during the last decades at Potter Cove (PC) causes an increasing amount of suspended particulate matter (SPM) in the water column, which has a high impact on sessile filter feeder? species at PC located at the West Antarctic Peninsula. SPM presents a highly-fluctuating dynamic pattern on a daily, monthly, seasonal, and interannual basis. Geostatistical interpolation techniques are widely used by default to generate reliable spatial information and thereby to improve the ecological understanding of environmental variables, which is often fundamental for guiding decision-makers and scientists. In this study, we compared the results of default and configured settings of three geostatistical algorithms (Simple Kriging, Ordinary Kriging, and Empirical Bayesian) and developed a performance index. In order to interpolate SPM data from the summer season 2010/2011 at PC, the best performance was obtained with Empirical Bayesian Kriging (standard mean = −0.001 and root mean square standardized = 0.995). It showed an excellent performance (performance index = 0.004), improving both evaluation parameters when radio and neighborhood were configured. About 69% of the models showed improved standard means when configured compared to the default settings following a here proposed guideline Fil: Neder, Camila. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Córdoba. Instituto de Diversidad y Ecología Animal. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Instituto de Diversidad y Ecología Animal; Argentina Fil: Sahade, Ricardo Jose. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Córdoba. Instituto de Diversidad y Ecología Animal. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Instituto de Diversidad y Ecología Animal; Argentina Fil: Abele, Doris. Alfred-Wegener-Institut, Helmholtz-Zentrum für Polar- und Meeresforschung; ... Article in Journal/Newspaper Antarc* Antarctic Antarctic Peninsula CONICET Digital (Consejo Nacional de Investigaciones Científicas y Técnicas) Antarctic Antarctic Peninsula Potter Cove Argentina Ricardo ENVELOPE(-63.033,-63.033,-64.867,-64.867) Neder ENVELOPE(167.667,167.667,-71.033,-71.033) Fluids 5 4 235
institution Open Polar
collection CONICET Digital (Consejo Nacional de Investigaciones Científicas y Técnicas)
op_collection_id ftconicet
language English
topic GEOSTATISTICAL INTERPOLATION
BAYESIAN
GLACIAL RUN-OFF
SEDIMENT PLUME
NEIGHBORHOOD ANALYSIS
https://purl.org/becyt/ford/1.5
https://purl.org/becyt/ford/1
spellingShingle GEOSTATISTICAL INTERPOLATION
BAYESIAN
GLACIAL RUN-OFF
SEDIMENT PLUME
NEIGHBORHOOD ANALYSIS
https://purl.org/becyt/ford/1.5
https://purl.org/becyt/ford/1
Neder, Camila
Sahade, Ricardo Jose
Abele, Doris
Pesch, Roland
Jerosch, Kerstin
Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula
topic_facet GEOSTATISTICAL INTERPOLATION
BAYESIAN
GLACIAL RUN-OFF
SEDIMENT PLUME
NEIGHBORHOOD ANALYSIS
https://purl.org/becyt/ford/1.5
https://purl.org/becyt/ford/1
description The glacier retreat observed during the last decades at Potter Cove (PC) causes an increasing amount of suspended particulate matter (SPM) in the water column, which has a high impact on sessile filter feeder? species at PC located at the West Antarctic Peninsula. SPM presents a highly-fluctuating dynamic pattern on a daily, monthly, seasonal, and interannual basis. Geostatistical interpolation techniques are widely used by default to generate reliable spatial information and thereby to improve the ecological understanding of environmental variables, which is often fundamental for guiding decision-makers and scientists. In this study, we compared the results of default and configured settings of three geostatistical algorithms (Simple Kriging, Ordinary Kriging, and Empirical Bayesian) and developed a performance index. In order to interpolate SPM data from the summer season 2010/2011 at PC, the best performance was obtained with Empirical Bayesian Kriging (standard mean = −0.001 and root mean square standardized = 0.995). It showed an excellent performance (performance index = 0.004), improving both evaluation parameters when radio and neighborhood were configured. About 69% of the models showed improved standard means when configured compared to the default settings following a here proposed guideline Fil: Neder, Camila. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Córdoba. Instituto de Diversidad y Ecología Animal. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Instituto de Diversidad y Ecología Animal; Argentina Fil: Sahade, Ricardo Jose. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Córdoba. Instituto de Diversidad y Ecología Animal. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Instituto de Diversidad y Ecología Animal; Argentina Fil: Abele, Doris. Alfred-Wegener-Institut, Helmholtz-Zentrum für Polar- und Meeresforschung; ...
format Article in Journal/Newspaper
author Neder, Camila
Sahade, Ricardo Jose
Abele, Doris
Pesch, Roland
Jerosch, Kerstin
author_facet Neder, Camila
Sahade, Ricardo Jose
Abele, Doris
Pesch, Roland
Jerosch, Kerstin
author_sort Neder, Camila
title Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula
title_short Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula
title_full Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula
title_fullStr Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula
title_full_unstemmed Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula
title_sort default versus configured-geostatistical modeling of suspended particulate matter in potter cove, west antarctic peninsula
publisher MDPI
url http://hdl.handle.net/11336/142386
long_lat ENVELOPE(-63.033,-63.033,-64.867,-64.867)
ENVELOPE(167.667,167.667,-71.033,-71.033)
geographic Antarctic
Antarctic Peninsula
Potter Cove
Argentina
Ricardo
Neder
geographic_facet Antarctic
Antarctic Peninsula
Potter Cove
Argentina
Ricardo
Neder
genre Antarc*
Antarctic
Antarctic Peninsula
genre_facet Antarc*
Antarctic
Antarctic Peninsula
op_relation info:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2311-5521/5/4/235
info:eu-repo/semantics/altIdentifier/doi/10.3390/fluids5040235
http://hdl.handle.net/11336/142386
Neder, Camila; Sahade, Ricardo Jose; Abele, Doris; Pesch, Roland; Jerosch, Kerstin; Default versus configured-geostatistical modeling of suspended particulate matter in Potter Cove, West Antarctic Peninsula; MDPI; Fluids; 5; 4; 8-12-2020; 1-22
2311-5521
CONICET Digital
CONICET
op_rights info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
op_doi https://doi.org/10.3390/fluids5040235
container_title Fluids
container_volume 5
container_issue 4
container_start_page 235
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