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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Extended Abstract of the Ocean Optics Conference XXIV, Dubrovnik, Croatia, 7 October 2018 - 12 October 2018
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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) |
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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 |
_version_ |
1810444377081774080 |