Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait

Gaussian decomposition and Singular Value Decomposition combined with Non-Negative Least Squares (SVD-NNLS) method are compared and combined to estimate the concentration of 18 phytoplankton pigments (names and abbreviations are displayed in Table 2) from phytoplankton absorption spectra. Results sh...

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Main Authors: Liu, Yangyang, Boss, Emmanuel, Chase, Alison, Pan, Yanqun, Xi, Hongyan, Röttgers, Rüdiger, Bracher, Astrid
Format: Book
Language:unknown
Published: Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018 2018
Subjects:
Online Access:https://epic.awi.de/id/eprint/48489/
https://epic.awi.de/id/eprint/48489/1/OO_proceeding_Yangyang_final.pdf
https://www.essoar.org/doi/10.1002/essoar.10500030.1
https://hdl.handle.net/10013/epic.38288a20-f133-4b64-8017-379f25524e63
id ftawi:oai:epic.awi.de:48489
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spelling ftawi:oai:epic.awi.de:48489 2024-09-15T18:07:01+00:00 Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait Liu, Yangyang Boss, Emmanuel Chase, Alison Pan, Yanqun Xi, Hongyan Röttgers, Rüdiger Bracher, Astrid 2018-09 application/pdf https://epic.awi.de/id/eprint/48489/ https://epic.awi.de/id/eprint/48489/1/OO_proceeding_Yangyang_final.pdf https://www.essoar.org/doi/10.1002/essoar.10500030.1 https://hdl.handle.net/10013/epic.38288a20-f133-4b64-8017-379f25524e63 unknown Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018 https://epic.awi.de/id/eprint/48489/1/OO_proceeding_Yangyang_final.pdf Liu, Y. orcid:0000-0001-7138-9146 , Boss, E. , Chase, A. , Pan, Y. , Xi, H. orcid:0000-0003-2827-0603 , Röttgers, R. and Bracher, A. orcid:0000-0003-3025-5517 (2018) Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait , Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018 . doi:10.1002/essoar.10500030.1 <https://doi.org/10.1002/essoar.10500030.1> , hdl:10013/epic.38288a20-f133-4b64-8017-379f25524e63 EPIC3Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018 Book peerRev 2018 ftawi https://doi.org/10.1002/essoar.10500030.1 2024-06-24T04:21:00Z Gaussian decomposition and Singular Value Decomposition combined with Non-Negative Least Squares (SVD-NNLS) method are compared and combined to estimate the concentration of 18 phytoplankton pigments (names and abbreviations are displayed in Table 2) from phytoplankton absorption spectra. Results show that both methods tend to overestimate pigment concentration. Gaussian decomposition method provides robust estimation of TChl-a, TChl-b, Chl-c1/2, PSC and PPC. The estimates of TChl-a, Fuco, Diato, $\beta$-Caro, Prasino, TChl-b, Zea, Viola and Lut from SVD-NNLS show reasonable estimation accuracy, while the other pigments are subjected to relatively large prediction errors. The estimated pigments concentrations are further exploited based on Diagnostic Pigment Analysis to derive four phytoplankton functional types, i.e. diatoms, prymnesiophytes, green algae and prokaryotes. By the application of these two methods to the particulate absorption spectra collected by underway spectrophotometry during three summer cruises in 2015 - 2017 in the Fram Strait, continuous surface phytoplankton functional types are estimated along the cruise course. Book Fram Strait Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
institution Open Polar
collection Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
op_collection_id ftawi
language unknown
description Gaussian decomposition and Singular Value Decomposition combined with Non-Negative Least Squares (SVD-NNLS) method are compared and combined to estimate the concentration of 18 phytoplankton pigments (names and abbreviations are displayed in Table 2) from phytoplankton absorption spectra. Results show that both methods tend to overestimate pigment concentration. Gaussian decomposition method provides robust estimation of TChl-a, TChl-b, Chl-c1/2, PSC and PPC. The estimates of TChl-a, Fuco, Diato, $\beta$-Caro, Prasino, TChl-b, Zea, Viola and Lut from SVD-NNLS show reasonable estimation accuracy, while the other pigments are subjected to relatively large prediction errors. The estimated pigments concentrations are further exploited based on Diagnostic Pigment Analysis to derive four phytoplankton functional types, i.e. diatoms, prymnesiophytes, green algae and prokaryotes. By the application of these two methods to the particulate absorption spectra collected by underway spectrophotometry during three summer cruises in 2015 - 2017 in the Fram Strait, continuous surface phytoplankton functional types are estimated along the cruise course.
format Book
author Liu, Yangyang
Boss, Emmanuel
Chase, Alison
Pan, Yanqun
Xi, Hongyan
Röttgers, Rüdiger
Bracher, Astrid
spellingShingle Liu, Yangyang
Boss, Emmanuel
Chase, Alison
Pan, Yanqun
Xi, Hongyan
Röttgers, Rüdiger
Bracher, Astrid
Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait
author_facet Liu, Yangyang
Boss, Emmanuel
Chase, Alison
Pan, Yanqun
Xi, Hongyan
Röttgers, Rüdiger
Bracher, Astrid
author_sort Liu, Yangyang
title Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait
title_short Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait
title_full Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait
title_fullStr Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait
title_full_unstemmed Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait
title_sort retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the fram strait
publisher Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018
publishDate 2018
url https://epic.awi.de/id/eprint/48489/
https://epic.awi.de/id/eprint/48489/1/OO_proceeding_Yangyang_final.pdf
https://www.essoar.org/doi/10.1002/essoar.10500030.1
https://hdl.handle.net/10013/epic.38288a20-f133-4b64-8017-379f25524e63
genre Fram Strait
genre_facet Fram Strait
op_source EPIC3Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018
op_relation https://epic.awi.de/id/eprint/48489/1/OO_proceeding_Yangyang_final.pdf
Liu, Y. orcid:0000-0001-7138-9146 , Boss, E. , Chase, A. , Pan, Y. , Xi, H. orcid:0000-0003-2827-0603 , Röttgers, R. and Bracher, A. orcid:0000-0003-3025-5517 (2018) Retrieval of phytoplankton pigments and functional types from underway spectrophotometry in the Fram Strait , Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018 . doi:10.1002/essoar.10500030.1 <https://doi.org/10.1002/essoar.10500030.1> , hdl:10013/epic.38288a20-f133-4b64-8017-379f25524e63
op_doi https://doi.org/10.1002/essoar.10500030.1
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