Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor

Sea ice algae represent a key energy source for many organisms in polar food webs, but estimating their biomass at ecologically appropriate spatiotemporal scales remains a challenge. Attempts to extend ice-core derived biomass to broader scales using remote sensing approaches has largely focused on...

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Published in:Frontiers in Earth Science
Main Authors: Alexander L. Forrest, Lars C. Lund-Hansen, Brian K. Sorrell, Isak Bowden-Floyd, Vanessa Lucieer, Remo Cossu, Benjamin A. Lange, Ian Hawes
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2019
Subjects:
Q
Online Access:https://doi.org/10.3389/feart.2019.00169
https://doaj.org/article/b4604b897d744170a372c0599397c140
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spelling ftdoajarticles:oai:doaj.org/article:b4604b897d744170a372c0599397c140 2023-05-15T13:42:00+02:00 Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor Alexander L. Forrest Lars C. Lund-Hansen Brian K. Sorrell Isak Bowden-Floyd Vanessa Lucieer Remo Cossu Benjamin A. Lange Ian Hawes 2019-07-01T00:00:00Z https://doi.org/10.3389/feart.2019.00169 https://doaj.org/article/b4604b897d744170a372c0599397c140 EN eng Frontiers Media S.A. https://www.frontiersin.org/article/10.3389/feart.2019.00169/full https://doaj.org/toc/2296-6463 2296-6463 doi:10.3389/feart.2019.00169 https://doaj.org/article/b4604b897d744170a372c0599397c140 Frontiers in Earth Science, Vol 7 (2019) ice algae Antarctica McMurdo autonomous underwater vehicles biomass normalized difference indices Science Q article 2019 ftdoajarticles https://doi.org/10.3389/feart.2019.00169 2023-01-08T01:33:54Z Sea ice algae represent a key energy source for many organisms in polar food webs, but estimating their biomass at ecologically appropriate spatiotemporal scales remains a challenge. Attempts to extend ice-core derived biomass to broader scales using remote sensing approaches has largely focused on the use of under-ice spectral irradiance. Normalized difference index (NDI) based algorithms that relate the attenuation of irradiance by the snow-ice-algal ensemble at specific wavelengths to biomass have been used to explain up to 79% of the biomass of algae in limited areas. Application of these algorithms to datasets collected using tethered remotely operated vehicles (ROVs) has begun, generating methods for spatial sampling at scales and spatial resolution not achievable with ice-core sampling. Successful integration of radiometers with untethered autonomous underwater vehicles (AUVs) offers even greater capability to survey broader regions to explore the spatial heterogeneity of sea ice algal communities. This work describes the pilot use of an AUV fitted with a multispectral irradiance sensor to estimate ice-algal biomass along transects beneath land-fast sea ice (∼2 m thick with minimal snow cover) in McMurdo Sound, Antarctica. The AUV obtained continuous, repeatable, multi-band irradiance data, suitable for NDI-type approaches, over transects of 500 m, with an instrument footprint of 4 m in diameter. Algorithms were developed using local measurements of ice algae biomass and spectral attenuation of sea ice and were able to explain 40% of biomass variability. Relatively poor performance of the algorithms in predicting biomass limited the confidence that could be placed in biomass estimates from AUV data. This was attributed to the larger footprint size of the optical sensors integrating small-scale biomass variability more effectively than the ice core in the platelet-dominated ice algal habitat. Our results support continued development of remote-sensing of sea ice algal biomass at m–km spatial scales using ... Article in Journal/Newspaper Antarc* Antarctic Antarctica ice algae ice core McMurdo Sound Sea ice Directory of Open Access Journals: DOAJ Articles Antarctic McMurdo Sound Frontiers in Earth Science 7
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic ice algae
Antarctica
McMurdo
autonomous underwater vehicles
biomass
normalized difference indices
Science
Q
spellingShingle ice algae
Antarctica
McMurdo
autonomous underwater vehicles
biomass
normalized difference indices
Science
Q
Alexander L. Forrest
Lars C. Lund-Hansen
Brian K. Sorrell
Isak Bowden-Floyd
Vanessa Lucieer
Remo Cossu
Benjamin A. Lange
Ian Hawes
Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor
topic_facet ice algae
Antarctica
McMurdo
autonomous underwater vehicles
biomass
normalized difference indices
Science
Q
description Sea ice algae represent a key energy source for many organisms in polar food webs, but estimating their biomass at ecologically appropriate spatiotemporal scales remains a challenge. Attempts to extend ice-core derived biomass to broader scales using remote sensing approaches has largely focused on the use of under-ice spectral irradiance. Normalized difference index (NDI) based algorithms that relate the attenuation of irradiance by the snow-ice-algal ensemble at specific wavelengths to biomass have been used to explain up to 79% of the biomass of algae in limited areas. Application of these algorithms to datasets collected using tethered remotely operated vehicles (ROVs) has begun, generating methods for spatial sampling at scales and spatial resolution not achievable with ice-core sampling. Successful integration of radiometers with untethered autonomous underwater vehicles (AUVs) offers even greater capability to survey broader regions to explore the spatial heterogeneity of sea ice algal communities. This work describes the pilot use of an AUV fitted with a multispectral irradiance sensor to estimate ice-algal biomass along transects beneath land-fast sea ice (∼2 m thick with minimal snow cover) in McMurdo Sound, Antarctica. The AUV obtained continuous, repeatable, multi-band irradiance data, suitable for NDI-type approaches, over transects of 500 m, with an instrument footprint of 4 m in diameter. Algorithms were developed using local measurements of ice algae biomass and spectral attenuation of sea ice and were able to explain 40% of biomass variability. Relatively poor performance of the algorithms in predicting biomass limited the confidence that could be placed in biomass estimates from AUV data. This was attributed to the larger footprint size of the optical sensors integrating small-scale biomass variability more effectively than the ice core in the platelet-dominated ice algal habitat. Our results support continued development of remote-sensing of sea ice algal biomass at m–km spatial scales using ...
format Article in Journal/Newspaper
author Alexander L. Forrest
Lars C. Lund-Hansen
Brian K. Sorrell
Isak Bowden-Floyd
Vanessa Lucieer
Remo Cossu
Benjamin A. Lange
Ian Hawes
author_facet Alexander L. Forrest
Lars C. Lund-Hansen
Brian K. Sorrell
Isak Bowden-Floyd
Vanessa Lucieer
Remo Cossu
Benjamin A. Lange
Ian Hawes
author_sort Alexander L. Forrest
title Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor
title_short Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor
title_full Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor
title_fullStr Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor
title_full_unstemmed Exploring Spatial Heterogeneity of Antarctic Sea Ice Algae Using an Autonomous Underwater Vehicle Mounted Irradiance Sensor
title_sort exploring spatial heterogeneity of antarctic sea ice algae using an autonomous underwater vehicle mounted irradiance sensor
publisher Frontiers Media S.A.
publishDate 2019
url https://doi.org/10.3389/feart.2019.00169
https://doaj.org/article/b4604b897d744170a372c0599397c140
geographic Antarctic
McMurdo Sound
geographic_facet Antarctic
McMurdo Sound
genre Antarc*
Antarctic
Antarctica
ice algae
ice core
McMurdo Sound
Sea ice
genre_facet Antarc*
Antarctic
Antarctica
ice algae
ice core
McMurdo Sound
Sea ice
op_source Frontiers in Earth Science, Vol 7 (2019)
op_relation https://www.frontiersin.org/article/10.3389/feart.2019.00169/full
https://doaj.org/toc/2296-6463
2296-6463
doi:10.3389/feart.2019.00169
https://doaj.org/article/b4604b897d744170a372c0599397c140
op_doi https://doi.org/10.3389/feart.2019.00169
container_title Frontiers in Earth Science
container_volume 7
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