Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula

1. Antarctica is an iconic region for scientific explorations as it is remote and a critical component of the global climate system. Recent climate change causes dramatic retreat of ice in Antarctica with associated impacts to its coastal ecosystem. These anthropogenic impacts have a potential to in...

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Main Authors: Kotta, Jonne, Valdivia, Nelson, Kutser, Tiit, Toming, Kaire, Rätsep, Merli, Orav-Kotta, Helen
Language:unknown
Published: 2018
Subjects:
Online Access:http://nbn-resolving.org/urn:nbn:nl:ui:13-qk-x9ag
https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:116893
id ftdans:oai:easy.dans.knaw.nl:easy-dataset:116893
record_format openpolar
spelling ftdans:oai:easy.dans.knaw.nl:easy-dataset:116893 2023-07-02T03:29:59+02:00 Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula Kotta, Jonne Valdivia, Nelson Kutser, Tiit Toming, Kaire Rätsep, Merli Orav-Kotta, Helen 2018-08-21T13:38:44.000+02:00 http://nbn-resolving.org/urn:nbn:nl:ui:13-qk-x9ag https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:116893 unknown doi:10.5061/dryad.33cd137/1 doi:10.1002/ece3.4463 http://nbn-resolving.org/urn:nbn:nl:ui:13-qk-x9ag doi:10.5061/dryad.33cd137 https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:116893 OPEN_ACCESS: The data are archived in Easy, they are accessible elsewhere through the DOI https://dans.knaw.nl/en/about/organisation-and-policy/legal-information/DANSLicence.pdf Life sciences medicine and health care 2018 ftdans https://doi.org/10.5061/dryad.33cd137/110.1002/ece3.446310.5061/dryad.33cd137 2023-06-13T12:55:49Z 1. Antarctica is an iconic region for scientific explorations as it is remote and a critical component of the global climate system. Recent climate change causes dramatic retreat of ice in Antarctica with associated impacts to its coastal ecosystem. These anthropogenic impacts have a potential to increase habitat availability for Antarctic intertidal assemblages. Assessing the extent and ecological consequences of these changes requires us to develop accurate biotic baselines and quantitative predictive tools. 2. In this study, we demonstrated that satellite based remote sensing, when used jointly with in-situ ground-truthing and machine learning algorithms, provides a powerful tool to predict the cover and richness of intertidal macroalgae. 3. The salient finding was that the Sentinel-based remote sensing described a significant proportion of variability in the cover and richness of Antarctic macroalgae. The highest performing models were for macroalgal richness and the cover of brown and green algae as opposed to the model of red algal cover. 4. When expanding the geographical range of the ground-truthing, even involving only a few sample points, it becomes possible to potentially map other Antarctic intertidal macroalgal habitats and monitor their dynamics. This is a significant milestone as logistical constraints are an integral part of the Antarctic expeditions. The method has also a potential in other remote coastal areas where extensive in-situ mapping is not feasible. Other/Unknown Material Antarc* Antarctic Antarctic Peninsula Antarctica Data Archiving and Networked Services (DANS): EASY (KNAW - Koninklijke Nederlandse Akademie van Wetenschappen) Antarctic Antarctic Peninsula The Antarctic The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983)
institution Open Polar
collection Data Archiving and Networked Services (DANS): EASY (KNAW - Koninklijke Nederlandse Akademie van Wetenschappen)
op_collection_id ftdans
language unknown
topic Life sciences
medicine and health care
spellingShingle Life sciences
medicine and health care
Kotta, Jonne
Valdivia, Nelson
Kutser, Tiit
Toming, Kaire
Rätsep, Merli
Orav-Kotta, Helen
Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula
topic_facet Life sciences
medicine and health care
description 1. Antarctica is an iconic region for scientific explorations as it is remote and a critical component of the global climate system. Recent climate change causes dramatic retreat of ice in Antarctica with associated impacts to its coastal ecosystem. These anthropogenic impacts have a potential to increase habitat availability for Antarctic intertidal assemblages. Assessing the extent and ecological consequences of these changes requires us to develop accurate biotic baselines and quantitative predictive tools. 2. In this study, we demonstrated that satellite based remote sensing, when used jointly with in-situ ground-truthing and machine learning algorithms, provides a powerful tool to predict the cover and richness of intertidal macroalgae. 3. The salient finding was that the Sentinel-based remote sensing described a significant proportion of variability in the cover and richness of Antarctic macroalgae. The highest performing models were for macroalgal richness and the cover of brown and green algae as opposed to the model of red algal cover. 4. When expanding the geographical range of the ground-truthing, even involving only a few sample points, it becomes possible to potentially map other Antarctic intertidal macroalgal habitats and monitor their dynamics. This is a significant milestone as logistical constraints are an integral part of the Antarctic expeditions. The method has also a potential in other remote coastal areas where extensive in-situ mapping is not feasible.
author Kotta, Jonne
Valdivia, Nelson
Kutser, Tiit
Toming, Kaire
Rätsep, Merli
Orav-Kotta, Helen
author_facet Kotta, Jonne
Valdivia, Nelson
Kutser, Tiit
Toming, Kaire
Rätsep, Merli
Orav-Kotta, Helen
author_sort Kotta, Jonne
title Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula
title_short Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula
title_full Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula
title_fullStr Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula
title_full_unstemmed Data from: Predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the Antarctic Peninsula
title_sort data from: predicting the cover and richness of intertidal macroalgae in remote areas: a case study in the antarctic peninsula
publishDate 2018
url http://nbn-resolving.org/urn:nbn:nl:ui:13-qk-x9ag
https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:116893
long_lat ENVELOPE(73.317,73.317,-52.983,-52.983)
geographic Antarctic
Antarctic Peninsula
The Antarctic
The Sentinel
geographic_facet Antarctic
Antarctic Peninsula
The Antarctic
The Sentinel
genre Antarc*
Antarctic
Antarctic Peninsula
Antarctica
genre_facet Antarc*
Antarctic
Antarctic Peninsula
Antarctica
op_relation doi:10.5061/dryad.33cd137/1
doi:10.1002/ece3.4463
http://nbn-resolving.org/urn:nbn:nl:ui:13-qk-x9ag
doi:10.5061/dryad.33cd137
https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:116893
op_rights OPEN_ACCESS: The data are archived in Easy, they are accessible elsewhere through the DOI
https://dans.knaw.nl/en/about/organisation-and-policy/legal-information/DANSLicence.pdf
op_doi https://doi.org/10.5061/dryad.33cd137/110.1002/ece3.446310.5061/dryad.33cd137
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