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

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 tha...

Full description

Bibliographic Details
Published in:Scientific Reports
Main Authors: Cimoli, E, Lucieer, V, Meiners, KM, Chennu, A, Castrisios, K, Ryan, KG, Lund-Hansen, LC, Martin, A, Kennedy, F, Lucieer, A
Format: Article in Journal/Newspaper
Language:English
Published: Nature Publishing Group 2020
Subjects:
Online Access:https://eprints.utas.edu.au/35716/
https://eprints.utas.edu.au/35716/1/142129%20-%20Mapping%20the%20in%20situ%20microspatial%20distribution%20of%20ice%20algal%20biomass.pdf
id ftunivtasmania:oai:eprints.utas.edu.au:35716
record_format openpolar
spelling ftunivtasmania:oai:eprints.utas.edu.au:35716 2023-05-15T18:17:19+02:00 Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores Cimoli, E Lucieer, V Meiners, KM Chennu, A Castrisios, K Ryan, KG Lund-Hansen, LC Martin, A Kennedy, F Lucieer, A 2020 application/pdf https://eprints.utas.edu.au/35716/ https://eprints.utas.edu.au/35716/1/142129%20-%20Mapping%20the%20in%20situ%20microspatial%20distribution%20of%20ice%20algal%20biomass.pdf en eng Nature Publishing Group https://eprints.utas.edu.au/35716/1/142129%20-%20Mapping%20the%20in%20situ%20microspatial%20distribution%20of%20ice%20algal%20biomass.pdf Cimoli, E orcid:0000-0001-7964-2716 , Lucieer, V orcid:0000-0001-7531-5750 , Meiners, KM, Chennu, A, Castrisios, K, Ryan, KG, Lund-Hansen, LC, Martin, A orcid:0000-0001-8260-5529 , Kennedy, F orcid:0000-0003-1796-0764 and Lucieer, A orcid:0000-0002-9468-4516 2020 , 'Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores' , Scientific Reports, vol. 10, no. 1 , pp. 1-17 , doi:10.1038/s41598-020-79084-6 <http://dx.doi.org/10.1038/s41598-020-79084-6>. hyperspectral sea-ice Article PeerReviewed 2020 ftunivtasmania https://doi.org/10.1038/s41598-020-79084-6 2021-02-22T23:16:27Z 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 University of Tasmania: UTas ePrints Scientific Reports 10 1
institution Open Polar
collection University of Tasmania: UTas ePrints
op_collection_id ftunivtasmania
language English
topic hyperspectral
sea-ice
spellingShingle hyperspectral
sea-ice
Cimoli, E
Lucieer, V
Meiners, KM
Chennu, A
Castrisios, K
Ryan, KG
Lund-Hansen, LC
Martin, A
Kennedy, F
Lucieer, A
Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores
topic_facet hyperspectral
sea-ice
description 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 Cimoli, E
Lucieer, V
Meiners, KM
Chennu, A
Castrisios, K
Ryan, KG
Lund-Hansen, LC
Martin, A
Kennedy, F
Lucieer, A
author_facet Cimoli, E
Lucieer, V
Meiners, KM
Chennu, A
Castrisios, K
Ryan, KG
Lund-Hansen, LC
Martin, A
Kennedy, F
Lucieer, A
author_sort Cimoli, E
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 Publishing Group
publishDate 2020
url https://eprints.utas.edu.au/35716/
https://eprints.utas.edu.au/35716/1/142129%20-%20Mapping%20the%20in%20situ%20microspatial%20distribution%20of%20ice%20algal%20biomass.pdf
genre Sea ice
genre_facet Sea ice
op_relation https://eprints.utas.edu.au/35716/1/142129%20-%20Mapping%20the%20in%20situ%20microspatial%20distribution%20of%20ice%20algal%20biomass.pdf
Cimoli, E orcid:0000-0001-7964-2716 , Lucieer, V orcid:0000-0001-7531-5750 , Meiners, KM, Chennu, A, Castrisios, K, Ryan, KG, Lund-Hansen, LC, Martin, A orcid:0000-0001-8260-5529 , Kennedy, F orcid:0000-0003-1796-0764 and Lucieer, A orcid:0000-0002-9468-4516 2020 , 'Mapping the in situ microspatial distribution of ice algal biomass through hyperspectral imaging of sea-ice cores' , Scientific Reports, vol. 10, no. 1 , pp. 1-17 , doi:10.1038/s41598-020-79084-6 <http://dx.doi.org/10.1038/s41598-020-79084-6>.
op_doi https://doi.org/10.1038/s41598-020-79084-6
container_title Scientific Reports
container_volume 10
container_issue 1
_version_ 1766191463949926400