Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores

Abstract Ice-associated microalgae make a significant seasonal contribution to primary production and biogeochemical cycling in polar regions. However, the distribution of algal cells is driven by strong physicochemical gradients which lead to a degree of microspatial variability in the microbial bi...

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Published in:Scientific Reports
Main Authors: Emiliano Cimoli, Vanessa Lucieer, Klaus M. Meiners, Arjun Chennu, Katerina Castrisios, Ken G. Ryan, Lars Chresten Lund-Hansen, Andrew Martin, Fraser Kennedy, Arko Lucieer
Format: Article in Journal/Newspaper
Language:English
Published: Nature Portfolio 2020
Subjects:
R
Q
Online Access:https://doi.org/10.1038/s41598-020-79084-6
https://doaj.org/article/7fbae12bd6e74dd4b09f4aecb0db44bd
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spelling ftdoajarticles:oai:doaj.org/article:7fbae12bd6e74dd4b09f4aecb0db44bd 2023-05-15T18:17:32+02:00 Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores Emiliano Cimoli Vanessa Lucieer Klaus M. Meiners Arjun Chennu Katerina Castrisios Ken G. Ryan Lars Chresten Lund-Hansen Andrew Martin Fraser Kennedy Arko Lucieer 2020-12-01T00:00:00Z https://doi.org/10.1038/s41598-020-79084-6 https://doaj.org/article/7fbae12bd6e74dd4b09f4aecb0db44bd EN eng Nature Portfolio https://doi.org/10.1038/s41598-020-79084-6 https://doaj.org/toc/2045-2322 doi:10.1038/s41598-020-79084-6 2045-2322 https://doaj.org/article/7fbae12bd6e74dd4b09f4aecb0db44bd Scientific Reports, Vol 10, Iss 1, Pp 1-17 (2020) Medicine R Science Q article 2020 ftdoajarticles https://doi.org/10.1038/s41598-020-79084-6 2022-12-31T09:31:48Z Abstract Ice-associated microalgae make a significant seasonal contribution to primary production and biogeochemical cycling in polar regions. However, the distribution of algal cells is driven by strong physicochemical gradients which lead to a degree of microspatial variability in the microbial biomass that is significant, but difficult to quantify. We address this methodological gap by employing a field-deployable hyperspectral scanning and photogrammetric approach to study sea-ice cores. The optical set-up facilitated unsupervised mapping of the vertical and horizontal distribution of phototrophic biomass in sea-ice cores at mm-scale resolution (using chlorophyll a [Chl a] as proxy), and enabled the development of novel spectral indices to be tested against extracted Chl a (R2 ≤ 0.84). The modelled bio-optical relationships were applied to hyperspectral imagery captured both in situ (using an under-ice sliding platform) and ex situ (on the extracted cores) to quantitatively map Chl a in mg m−2 at high-resolution (≤ 2.4 mm). The optical quantification of Chl a on a per-pixel basis represents a step-change in characterising microspatial variation in the distribution of ice-associated algae. This study highlights the need to increase the resolution at which we monitor under-ice biophysical systems, and the emerging capability of hyperspectral imaging technologies to deliver on this research goal. Article in Journal/Newspaper Sea ice Directory of Open Access Journals: DOAJ Articles Scientific Reports 10 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Emiliano Cimoli
Vanessa Lucieer
Klaus M. Meiners
Arjun Chennu
Katerina Castrisios
Ken G. Ryan
Lars Chresten Lund-Hansen
Andrew Martin
Fraser Kennedy
Arko Lucieer
Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
topic_facet Medicine
R
Science
Q
description Abstract Ice-associated microalgae make a significant seasonal contribution to primary production and biogeochemical cycling in polar regions. However, the distribution of algal cells is driven by strong physicochemical gradients which lead to a degree of microspatial variability in the microbial biomass that is significant, but difficult to quantify. We address this methodological gap by employing a field-deployable hyperspectral scanning and photogrammetric approach to study sea-ice cores. The optical set-up facilitated unsupervised mapping of the vertical and horizontal distribution of phototrophic biomass in sea-ice cores at mm-scale resolution (using chlorophyll a [Chl a] as proxy), and enabled the development of novel spectral indices to be tested against extracted Chl a (R2 ≤ 0.84). The modelled bio-optical relationships were applied to hyperspectral imagery captured both in situ (using an under-ice sliding platform) and ex situ (on the extracted cores) to quantitatively map Chl a in mg m−2 at high-resolution (≤ 2.4 mm). The optical quantification of Chl a on a per-pixel basis represents a step-change in characterising microspatial variation in the distribution of ice-associated algae. This study highlights the need to increase the resolution at which we monitor under-ice biophysical systems, and the emerging capability of hyperspectral imaging technologies to deliver on this research goal.
format Article in Journal/Newspaper
author Emiliano Cimoli
Vanessa Lucieer
Klaus M. Meiners
Arjun Chennu
Katerina Castrisios
Ken G. Ryan
Lars Chresten Lund-Hansen
Andrew Martin
Fraser Kennedy
Arko Lucieer
author_facet Emiliano Cimoli
Vanessa Lucieer
Klaus M. Meiners
Arjun Chennu
Katerina Castrisios
Ken G. Ryan
Lars Chresten Lund-Hansen
Andrew Martin
Fraser Kennedy
Arko Lucieer
author_sort Emiliano Cimoli
title Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
title_short Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
title_full Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
title_fullStr Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
title_full_unstemmed Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
title_sort mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
publisher Nature Portfolio
publishDate 2020
url https://doi.org/10.1038/s41598-020-79084-6
https://doaj.org/article/7fbae12bd6e74dd4b09f4aecb0db44bd
genre Sea ice
genre_facet Sea ice
op_source Scientific Reports, Vol 10, Iss 1, Pp 1-17 (2020)
op_relation https://doi.org/10.1038/s41598-020-79084-6
https://doaj.org/toc/2045-2322
doi:10.1038/s41598-020-79084-6
2045-2322
https://doaj.org/article/7fbae12bd6e74dd4b09f4aecb0db44bd
op_doi https://doi.org/10.1038/s41598-020-79084-6
container_title Scientific Reports
container_volume 10
container_issue 1
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