Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait

Phytoplankton in the ocean are extremely diverse. The abundance of various intracellular pigments are often used to study phytoplankton physiology and ecology, and identify and quantify different phytoplankton groups. In this study, phytoplankton absorption spectra ( aph(λ)" role="presenta...

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Main Authors: Liu, Yangyang, Boss, Emmanuel, Chase, Alison, Xi, Hongyan, Zhang, Xiaodong, Röttgers, Rüdiger, Pan, Yanqun, Bracher, Astrid
Format: Text
Language:unknown
Published: UND Scholarly Commons 2019
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Online Access:https://commons.und.edu/essp-fac/1
https://commons.und.edu/cgi/viewcontent.cgi?article=1000&context=essp-fac
id ftunivndakota:oai:commons.und.edu:essp-fac-1000
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spelling ftunivndakota:oai:commons.und.edu:essp-fac-1000 2023-05-15T16:18:06+02:00 Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait Liu, Yangyang Boss, Emmanuel Chase, Alison Xi, Hongyan Zhang, Xiaodong Röttgers, Rüdiger Pan, Yanqun Bracher, Astrid 2019-02-01T08:00:00Z application/pdf https://commons.und.edu/essp-fac/1 https://commons.und.edu/cgi/viewcontent.cgi?article=1000&context=essp-fac unknown UND Scholarly Commons https://commons.und.edu/essp-fac/1 https://commons.und.edu/cgi/viewcontent.cgi?article=1000&context=essp-fac http://creativecommons.org/licenses/by/4.0/ CC-BY Earth System Science and Policy Faculty Publications phytoplankton pigments phytoplankton absorption underway AC-S flow-through system Gaussian decomposition matrix inversion singular value decomposition non-negative least squares text 2019 ftunivndakota 2022-09-14T06:12:16Z Phytoplankton in the ocean are extremely diverse. The abundance of various intracellular pigments are often used to study phytoplankton physiology and ecology, and identify and quantify different phytoplankton groups. In this study, phytoplankton absorption spectra ( aph(λ)" role="presentation" style="box-sizing: border-box; max-height: none; display: inline; line-height: normal; text-align: left; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: relative;">aph(λ) ) derived from underway flow-through AC-S measurements in the Fram Strait are combined with phytoplankton pigment measurements analyzed by high-performance liquid chromatography (HPLC) to evaluate the retrieval of various pigment concentrations at high spatial resolution. The performances of two approaches, Gaussian decomposition and the matrix inversion technique are investigated and compared. Our study is the first to apply the matrix inversion technique to underway spectrophotometry data. We find that Gaussian decomposition provides good estimates (median absolute percentage error, MPE 21–34%) of total chlorophyll-a (TChl-a), total chlorophyll-b (TChl-b), the combination of chlorophyll-c1 and -c2 (Chl-c1/2), photoprotective (PPC) and photosynthetic carotenoids (PSC). This method outperformed one of the matrix inversion algorithms, i.e., singular value decomposition combined with non-negative least squares (SVD-NNLS), in retrieving TChl-b, Chl-c1/2, PSC, and PPC. However, SVD-NNLS enables robust retrievals of specific carotenoids (MPE 37–65%), i.e., fucoxanthin, diadinoxanthin and 19′" role="presentation" style="box-sizing: border-box; max-height: none; display: inline; line-height: normal; text-align: left; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: ... Text Fram Strait UND Scholarly Commons (University of North Dakota)
institution Open Polar
collection UND Scholarly Commons (University of North Dakota)
op_collection_id ftunivndakota
language unknown
topic phytoplankton pigments
phytoplankton absorption
underway AC-S flow-through system
Gaussian decomposition
matrix inversion
singular value decomposition
non-negative least squares
spellingShingle phytoplankton pigments
phytoplankton absorption
underway AC-S flow-through system
Gaussian decomposition
matrix inversion
singular value decomposition
non-negative least squares
Liu, Yangyang
Boss, Emmanuel
Chase, Alison
Xi, Hongyan
Zhang, Xiaodong
Röttgers, Rüdiger
Pan, Yanqun
Bracher, Astrid
Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait
topic_facet phytoplankton pigments
phytoplankton absorption
underway AC-S flow-through system
Gaussian decomposition
matrix inversion
singular value decomposition
non-negative least squares
description Phytoplankton in the ocean are extremely diverse. The abundance of various intracellular pigments are often used to study phytoplankton physiology and ecology, and identify and quantify different phytoplankton groups. In this study, phytoplankton absorption spectra ( aph(λ)" role="presentation" style="box-sizing: border-box; max-height: none; display: inline; line-height: normal; text-align: left; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: relative;">aph(λ) ) derived from underway flow-through AC-S measurements in the Fram Strait are combined with phytoplankton pigment measurements analyzed by high-performance liquid chromatography (HPLC) to evaluate the retrieval of various pigment concentrations at high spatial resolution. The performances of two approaches, Gaussian decomposition and the matrix inversion technique are investigated and compared. Our study is the first to apply the matrix inversion technique to underway spectrophotometry data. We find that Gaussian decomposition provides good estimates (median absolute percentage error, MPE 21–34%) of total chlorophyll-a (TChl-a), total chlorophyll-b (TChl-b), the combination of chlorophyll-c1 and -c2 (Chl-c1/2), photoprotective (PPC) and photosynthetic carotenoids (PSC). This method outperformed one of the matrix inversion algorithms, i.e., singular value decomposition combined with non-negative least squares (SVD-NNLS), in retrieving TChl-b, Chl-c1/2, PSC, and PPC. However, SVD-NNLS enables robust retrievals of specific carotenoids (MPE 37–65%), i.e., fucoxanthin, diadinoxanthin and 19′" role="presentation" style="box-sizing: border-box; max-height: none; display: inline; line-height: normal; text-align: left; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: ...
format Text
author Liu, Yangyang
Boss, Emmanuel
Chase, Alison
Xi, Hongyan
Zhang, Xiaodong
Röttgers, Rüdiger
Pan, Yanqun
Bracher, Astrid
author_facet Liu, Yangyang
Boss, Emmanuel
Chase, Alison
Xi, Hongyan
Zhang, Xiaodong
Röttgers, Rüdiger
Pan, Yanqun
Bracher, Astrid
author_sort Liu, Yangyang
title Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait
title_short Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait
title_full Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait
title_fullStr Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait
title_full_unstemmed Retrieval of Phytoplankton Pigments from Underway Spectrophotometry in the Fram Strait
title_sort retrieval of phytoplankton pigments from underway spectrophotometry in the fram strait
publisher UND Scholarly Commons
publishDate 2019
url https://commons.und.edu/essp-fac/1
https://commons.und.edu/cgi/viewcontent.cgi?article=1000&context=essp-fac
genre Fram Strait
genre_facet Fram Strait
op_source Earth System Science and Policy Faculty Publications
op_relation https://commons.und.edu/essp-fac/1
https://commons.und.edu/cgi/viewcontent.cgi?article=1000&context=essp-fac
op_rights http://creativecommons.org/licenses/by/4.0/
op_rightsnorm CC-BY
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