Phytoplankton Photophysiology Utilities: A Python Toolbox for the Standardization of Processing Active Chlorophyll-a Fluorescence Data
The uptake and application of single turnover chlorophyll fluorometers to the study of phytoplankton ecosystem status and microbial functions has grown considerably in the last two decades. However, standardization of measurement protocols, processing of fluorescence transients and quality control o...
Saved in:
Published in | Frontiers in Marine Science Vol. 8 |
---|---|
Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Lausanne
Frontiers Research Foundation
05.07.2021
Frontiers Media S.A |
Subjects | |
Online Access | Get full text |
ISSN | 2296-7745 2296-7745 |
DOI | 10.3389/fmars.2021.525414 |
Cover
Abstract | The uptake and application of single turnover chlorophyll fluorometers to the study of phytoplankton ecosystem status and microbial functions has grown considerably in the last two decades. However, standardization of measurement protocols, processing of fluorescence transients and quality control of derived photosynthetic parameters is still lacking and makes community goals of large global databases of high-quality data unrealistic. We introduce the Python package Phytoplankton Photophysiology Utilities (PPU), an adaptable and open-source interface between Fast Repetition Rate and Fluorescence Induction and Relaxation instruments and python. The PPU package includes a variety of functions for the loading, processing and quality control of single turnover fluorescence transients from many commercially available instruments. PPU provides the user with greater flexibility in the application of the Kolber-Prasil-Falkowski model; tools for plotting, quality control, correcting instrument biases and high-throughput processing with ease; and a greater appreciation for the uncertainties in derived photosynthetic parameters. Using data from three research cruises across different biogeochemical regimes, we provide example applications of PPU to fit raw active chlorophyll-a fluorescence data from three commercial instruments and demonstrate tools which help to reduce uncertainties in the final fitted parameters. |
---|---|
AbstractList | The uptake and application of single turnover chlorophyll fluorometers to the study of phytoplankton ecosystem status and microbial functions has grown considerably in the last two decades. However, standardization of measurement protocols, processing of fluorescence transients and quality control of derived photosynthetic parameters is still lacking and makes community goals of large global databases of high-quality data unrealistic. We introduce the Python package Phytoplankton Photophysiology Utilities (PPU), an adaptable and open-source interface between Fast Repetition Rate and Fluorescence Induction and Relaxation instruments and python. The PPU package includes a variety of functions for the loading, processing and quality control of single turnover fluorescence transients from many commercially available instruments. PPU provides the user with greater flexibility in the application of the Kolber-Prasil-Falkowski model; tools for plotting, quality control, correcting instrument biases and high-throughput processing with ease; and a greater appreciation for the uncertainties in derived photosynthetic parameters. Using data from three research cruises across different biogeochemical regimes, we provide example applications of PPU to fit raw active chlorophyll-a fluorescence data from three commercial instruments and demonstrate tools which help to reduce uncertainties in the final fitted parameters. The uptake and application of single turnover chlorophyll fluorometers to the study of phytoplankton ecosystem status and microbial functions has grown considerably in the last two decades. However, standardisation of measurement protocols, processing of fluorescence transients and quality control of derived photosynthetic parameters is still lacking and makes community goals of large global databases of high-quality data unrealistic. We introduce the Python package Phytoplankton Photophysiology Utilities (PPU), an adaptable and open-source interface between Fast Repetition Rate and Fluorescence Induction and Relaxation instruments and python. The PPU package includes a variety of functions for the loading, processing and quality control of single turnover fluorescence transients from many commercially available instruments. PPU provides the user with greater flexibility in the application of the Kolber-Prasil-Falkowski model; tools for plotting, quality control, correcting instrument biases and high-throughput processing with ease; and a greater appreciation for the uncertainties in derived photosynthetic parameters. Using data from three research cruises across different biogeochemical regimes, we provide example applications of PPU to fit raw active chlorophyll-a fluorescence data from three commercial instruments and demonstrate tools which help to reduce uncertainties in the final fitted parameters. |
Author | Robinson, Charlotte M. Ryan-Keogh, Thomas J. |
Author_xml | – sequence: 1 givenname: Thomas J. surname: Ryan-Keogh fullname: Ryan-Keogh, Thomas J. – sequence: 2 givenname: Charlotte M. surname: Robinson fullname: Robinson, Charlotte M. |
BookMark | eNp9kctuEzEUhkeoSJTSB2BniXVSe2zPhV0UKFSqRCTatXXGl4yDmRNsBzE8QJ8bJ0EIsWDl2_9_Puf8L6uLCSdbVa8ZXXLe9TfuK8S0rGnNlrKWgoln1WVd982ibYW8-Gv_orpOaUcpZVxQKfrL6mkzzhn3AaYvGSeyGbGcxjl5DLidyWP2wWdv01uyIps5j0XzgBgG_EEcRpJHSz5nmAxE439C9uUdHdlE1DYlP23JSmf_3ZL1GDAeySEsgNyGA0abtJ20Je8gw6vquYOQ7PXv9ap6vH3_sP64uP_04W69ul9o3tV5weueWWZqIzropNRMN5Jx6IYaelf6AdFaPpi2YZyJxg5SgzC26_qWtU42jl9Vd2euQdipffRlcrNC8Op0gXGrIGavg1XG2KEQGirACOloT11DLTcNcEebvimsN2fWPuK3g01Z7fAQp1K-KiF0ouW874qKnVU6YkrRuj-_MqqO6alTeuqYnjqnVzztPx7t82m4OYIP_3H-AnYMpOU |
CitedBy_id | crossref_primary_10_1002_lno_12596 crossref_primary_10_5194_bg_20_3073_2023 crossref_primary_10_1016_j_seta_2024_103800 crossref_primary_10_3389_fmars_2022_912856 crossref_primary_10_3389_fmars_2021_690607 crossref_primary_10_3390_atmos11060556 |
Cites_doi | 10.1038/ismej.200759 10.4319/lom.2008.6.40 10.1007/s00360-007-0169-0 10.1111/nph.12373 10.1093/plankt/8.3.537 10.1111/j.1461-0248.2007.01026.x 10.4319/lo.2013.58.2.0533 10.1126/science.aab2213 10.1016/s0005-2728(98)00135-2 10.4319/lo.2001.46.4.0802 10.1038/383508a0 10.4319/lo.2003.48.6.2234 10.4319/lo.2006.51.5.2064 10.1364/AO.54.006763 10.1007/s10872-011-0028-1 10.1007/s11120-018-0508-x 10.4319/lo.2002.47.6.1581 10.1085/jgp.25.4.579 10.1038/nature05083 10.1371/journal.pone.0058137 10.1016/j.dsr.2004.09.003 10.1175/JTECH-D-16-0067.1 10.4319/lo.2006.51.2.0936 10.1002/lno.10963 10.5194/gmd-7-1247-2014 10.1016/j.dsr2.2007.06.011 10.1016/j.biortech.2014.06.046 10.1016/j.dsr.2006.12.007 10.1007/978-90-481-9268-7_2 10.3354/meps259029 10.4319/lo.2005.50.3.0850 10.1364/AO.36.008710 10.3389/fmars.2019.00319 10.1038/s41586-020-2649-2 10.1016/j.jmarsys.2017.01.007 10.4319/lo.1990.35.3.0562 10.4319/lom.2004.2.316 10.4319/lo.1993.38.8.1646 10.1016/j.dsr2.2006.05.014 10.1021/acs.est.8b03488 10.1186/1471-2210-10-6 10.1104/pp.81.1.310 10.1007/BF01582221 10.1137/0806023 10.1002/lom3.10380 10.1126/science.283.5403.840 10.1002/lom3.10014 10.1002/2015GB005141 10.1002/lno.10475 10.1371/journal.pone.0133235 10.1093/plankt/fbm007 10.5194/bg-4-913-2007 10.1016/0011-7471(66)91102-8 10.1111/j.1365-2486.2006.01122.x 10.1364/OE.26.007404 10.3354/meps07151 |
ContentType | Journal Article |
Copyright | 2021. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: 2021. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
DBID | AAYXX CITATION 3V. 7TN 7XB 88I 8FE 8FH 8FK ABUWG AEUYN AFKRA AZQEC BBNVY BENPR BHPHI BKSAR CCPQU DWQXO F1W GNUQQ HCIFZ LK8 M2P M7P PCBAR PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI Q9U DOA |
DOI | 10.3389/fmars.2021.525414 |
DatabaseName | CrossRef ProQuest Central (Corporate) Oceanic Abstracts ProQuest Central (purchase pre-March 2016) Science Database (Alumni Edition) ProQuest SciTech Collection ProQuest Natural Science Collection ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest One Sustainability (subscription) ProQuest Central UK/Ireland ProQuest Central Essentials Biological Science Collection ProQuest Central Natural Science Collection Earth, Atmospheric & Aquatic Science Collection ProQuest One Community College ProQuest Central Korea ASFA: Aquatic Sciences and Fisheries Abstracts ProQuest Central Student SciTech Premium Collection (via ProQuest) Biological Sciences Science Database (via ProQuest SciTech Premium Collection) Biological Science Database Earth, Atmospheric & Aquatic Science Database ProQuest Central Premium ProQuest One Academic (New) Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central Basic Directory of Open Access Journals |
DatabaseTitle | CrossRef Publicly Available Content Database ProQuest Central Student ProQuest One Academic Middle East (New) ProQuest Central Essentials ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Natural Science Collection ProQuest Central Earth, Atmospheric & Aquatic Science Collection ProQuest One Applied & Life Sciences ProQuest One Sustainability Oceanic Abstracts Natural Science Collection ProQuest Central Korea Biological Science Collection ProQuest Central (New) ProQuest Science Journals (Alumni Edition) ProQuest Biological Science Collection ProQuest Central Basic ProQuest Science Journals ProQuest One Academic Eastern Edition Earth, Atmospheric & Aquatic Science Database Biological Science Database ProQuest SciTech Collection ProQuest One Academic UKI Edition ASFA: Aquatic Sciences and Fisheries Abstracts ProQuest One Academic ProQuest One Academic (New) ProQuest Central (Alumni) |
DatabaseTitleList | Publicly Available Content Database CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: BENPR name: ProQuest Central url: http://www.proquest.com/pqcentral?accountid=15518 sourceTypes: Aggregation Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Oceanography |
EISSN | 2296-7745 |
ExternalDocumentID | oai_doaj_org_article_ddebeb5604ad45f090f60e3d6a3f0696 10_3389_fmars_2021_525414 |
GroupedDBID | 5VS 88I 8FE 8FH 9T4 AAFWJ AAYXX ABUWG ACGFS ACXDI ADBBV AEUYN AFKRA AFPKN ALMA_UNASSIGNED_HOLDINGS AZQEC BBNVY BCNDV BENPR BHPHI BKSAR BPHCQ CCPQU CITATION DWQXO FRP GNUQQ GROUPED_DOAJ HCIFZ KQ8 LK8 M2P M7P M~E OK1 PCBAR PHGZM PHGZT PIMPY PQQKQ PROAC 3V. 7TN 7XB 8FK F1W PKEHL PQEST PQGLB PQUKI Q9U PUEGO |
ID | FETCH-LOGICAL-c382t-3291e1d2d48a855c1c6513a8b2a9f549a47e3bd7613146eb5ca4de889717f56f3 |
IEDL.DBID | BENPR |
ISSN | 2296-7745 |
IngestDate | Wed Aug 27 01:22:58 EDT 2025 Fri Jul 25 10:12:48 EDT 2025 Tue Jul 01 04:15:41 EDT 2025 Thu Apr 24 23:01:33 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c382t-3291e1d2d48a855c1c6513a8b2a9f549a47e3bd7613146eb5ca4de889717f56f3 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
OpenAccessLink | https://www.proquest.com/docview/2548473398?pq-origsite=%requestingapplication%&accountid=15518 |
PQID | 2548473398 |
PQPubID | 2049538 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_ddebeb5604ad45f090f60e3d6a3f0696 proquest_journals_2548473398 crossref_primary_10_3389_fmars_2021_525414 crossref_citationtrail_10_3389_fmars_2021_525414 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2021-07-05 |
PublicationDateYYYYMMDD | 2021-07-05 |
PublicationDate_xml | – month: 07 year: 2021 text: 2021-07-05 day: 05 |
PublicationDecade | 2020 |
PublicationPlace | Lausanne |
PublicationPlace_xml | – name: Lausanne |
PublicationTitle | Frontiers in Marine Science |
PublicationYear | 2021 |
Publisher | Frontiers Research Foundation Frontiers Media S.A |
Publisher_xml | – name: Frontiers Research Foundation – name: Frontiers Media S.A |
References | Behrenfeld (B7) 2006; 442 Carvalho (B11) 2020; 18 Suggett (B69); 53 Bricaud (B9) 1990; 35 Silsbe (B62) 2015; 13 Suggett (B71) 2001; 46 Suggett (B68) 2004; 2 Lorenzen (B41) 1966; 13 Oxborough (B52) 2013 Falkowski (B20) 1986; 81 Stomp (B65); 10 Röttgers (B56) 2007; 54 Andrae (B1) 2010 Kolber (B33) 1993; 38 Szabó (B73) 2014; 167 Behrenfeld (B6) 1996; 383 Ciochetto (B15) 2017 Hughes (B28) 2018; 52 Stramski (B66) 2015; 54 Coleman (B16) 1994; 67 Neori (B51) 1986; 8 Gerbi (B24) 2016; 33 Fujiki (B21) 2008; 353 Emerson (B19) 1942; 25 Lin (B40) 2016; 351 Moore (B44) 2005; 52 Moore (B45); 12 Chai (B12) 2014; 7 Mitchell (B43) 2002 Suggett (B70) 2005 Babin (B3) 2008 Kolber (B31) 2021 Pope (B55) 1997; 36 Ryan-Keogh (B57) 2013; 58 (B54) 2019 Kolber (B32) 1998; 1367 Wilson (B74) 2015; 29 Moore (B47); 51 Suggett (B67); 51 Fujiki (B23) 2007; 29 Laney (B37) 2010 Behrenfeld (B5) 1999; 283 Kulk (B34) 2018; 63 Mckew (B42) 2013; 200 Lawrenz (B39) 2013; 8 Morel (B49) 1974 Morel (B50) 2007; 4 Schuback (B60) 2015; 10 Cullen (B18) 2003; 12 Spiess (B63) 2010; 10 Laney (B35) 2003; 48 Perkins (B53) 2018; 137 Neeley (B29) 2018 Stomp (B64); 1 Suzuki (B72) 2002; 47 Seegers (B61) 2018; 26 Satlantic (B58) 2010 Houliez (B27) 2017; 169 Moore (B48) 2003; 259 Harris (B26) 2020; 585 Schuback (B59) 2017; 62 B13 Antoine (B2) 2019 Barnett (B4) 2007 B14 Jesus (B30) 2019 Boatman (B8) 2019; 6 Moore (B46) 2007; 54 Gorbunov (B25) 2004 Fujiki (B22) 2011; 67 Laney (B36) 2008 Laney (B38) 2008; 6 Bruyant (B10) 2005; 50 Coleman (B17) 1996; 6 |
References_xml | – volume: 1 start-page: 271 ident: B64 article-title: Colorful niches of phototrophic microorganisms shaped by vibrations of the water molecule. publication-title: ISME J. doi: 10.1038/ismej.200759 – volume: 6 start-page: 40 year: 2008 ident: B38 article-title: Artifacts in measurements of chlorophyll fluorescence transients, with specific application to fast repetition rate fluorometry. publication-title: Limnol. Oceanogr. Methods doi: 10.4319/lom.2008.6.40 – volume: 12 start-page: 29 year: 2003 ident: B18 article-title: The blank can make a big difference in oceanographic measurements. publication-title: Limnol. Oceanogr. Bull. doi: 10.1007/s00360-007-0169-0 – year: 2005 ident: B70 publication-title: Fast Repetition Rate (FRR) Chlorophyll a Fluorescence Induction Measurements. – volume: 200 start-page: 74 year: 2013 ident: B42 article-title: The trade-off between the light-harvesting and photoprotective functions of fucoxanthin-chlorophyll proteins dominates light acclimation in Emiliania huxleyi (clone CCMP 1516). publication-title: New Phytol. doi: 10.1111/nph.12373 – start-page: 237 year: 2008 ident: B3 article-title: Phytoplankton fluorescence: theory, current literature and in situ measurement publication-title: Real-time Coastal Observing Systems for Marine Ecosystem Dynamics and Harmful Algal Blooms – volume: 8 start-page: 537 year: 1986 ident: B51 article-title: Relationship between action spectra for chlorophyll a fluorescence and photosynthetic O2 evolution in algae. publication-title: J. Plankton Res. doi: 10.1093/plankt/8.3.537 – volume: 10 start-page: 290 ident: B65 article-title: Colourful coexistence of red and green picocyanobacteria in lakes and seas. publication-title: Ecol. Lett. doi: 10.1111/j.1461-0248.2007.01026.x – volume: 58 start-page: 533 year: 2013 ident: B57 article-title: Spatial and temporal development of phytoplankton iron stress in relation to bloom dynamics in the high-latitude North Atlantic Ocean. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2013.58.2.0533 – volume: 351 start-page: 264 year: 2016 ident: B40 article-title: Phytoplankton: the fate of photons absorbed by phytoplankton in the global ocean. publication-title: Science doi: 10.1126/science.aab2213 – volume: 1367 start-page: 88 year: 1998 ident: B32 article-title: Measurements of variable chlorophyll fluorescence using fast repetition rate techniques: defining methodology and experimental protocols. publication-title: Biochim. Biophys. Acta doi: 10.1016/s0005-2728(98)00135-2 – volume: 46 start-page: 802 year: 2001 ident: B71 article-title: Assessment of photosynthesis in a spring cyanobacterial bloom by use of a fast repetition rate fluorometer. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2001.46.4.0802 – year: 2010 ident: B1 article-title: Dos and don’ts of reduced chi-squared. publication-title: ArXiv [Preprint] – ident: B13 publication-title: FASTpro GUI Handbook, Edition 2230-001-HB, Issue D. – volume: 383 start-page: 508 year: 1996 ident: B6 article-title: Confirmation of iron limitation of phytoplankton photosynthesis in the equatorial Pacific Ocean. publication-title: Nature doi: 10.1038/383508a0 – volume: 48 start-page: 2234 year: 2003 ident: B35 article-title: Assessing the error in photosynthetic properties determined by fast repetition rate fluorometry. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2003.48.6.2234 – volume: 51 start-page: 2064 ident: B67 article-title: Gross photosynthesis and lake community metabolism during the spring phytoplankton bloom. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2006.51.5.2064 – volume: 54 year: 2015 ident: B66 article-title: Correction of pathlength amplification in the filter-pad technique for measurements of particulate absorption coefficient in the visible spectral region. publication-title: Appl. Opt. doi: 10.1364/AO.54.006763 – volume: 67 start-page: 295 year: 2011 ident: B22 article-title: Phytoplankton productivity in the western subarctic gyre of the North Pacific in early summer 2006. publication-title: J. Oceanogr. doi: 10.1007/s10872-011-0028-1 – volume: 137 start-page: 377 year: 2018 ident: B53 article-title: Time-dependent upregulation of electron transport with concomitant induction of regulated excitation dissipation in Haslea diatoms. publication-title: Photosynth. Res. doi: 10.1007/s11120-018-0508-x – volume: 47 start-page: 1581 year: 2002 ident: B72 article-title: East-west gradients in the photosynthetic potential of phytoplankton and iron concentration in the subarctic Pacific Ocean during early summer. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2002.47.6.1581 – volume: 25 start-page: 579 year: 1942 ident: B19 article-title: The photosynthetic efficiency of phycocyanin in chroococcus, and the problem of carotenoid participation in photosynthesis. publication-title: J. Gen. Physiol. doi: 10.1085/jgp.25.4.579 – volume: 442 start-page: 1025 year: 2006 ident: B7 article-title: Controls on tropical Pacific Ocean productivity revealed through nutrient stress diagnostics. publication-title: Nature doi: 10.1038/nature05083 – volume: 8 year: 2013 ident: B39 article-title: Predicting the electron requirement for carbon fixation in seas and oceans. publication-title: PLoS One doi: 10.1371/journal.pone.0058137 – volume: 52 start-page: 401 year: 2005 ident: B44 article-title: Basin-scale variability of phytoplankton bio-optical characteristics in relation to bloom state and community structure in the Northeast Atlantic. publication-title: Deep. Res. Part I Oceanogr. Res. Pap. doi: 10.1016/j.dsr.2004.09.003 – volume: 33 start-page: 2331 year: 2016 ident: B24 article-title: Validation of ocean color remote sensing reflectance using autonomous floats. publication-title: J. Atmos. Ocean. Technol. doi: 10.1175/JTECH-D-16-0067.1 – year: 2021 ident: B31 publication-title: Light Induced Fluorescence Transient Fluorometer Operating Manual. – volume: 51 start-page: 936 ident: B47 article-title: Phytoplankton photoacclimation and photoadaptation in response to environmental gradients in a shelf sea. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2006.51.2.0936 – volume: 63 start-page: 2606 year: 2018 ident: B34 article-title: Photophysiology of nitrate limited phytoplankton communities in Kongsfjorden. publication-title: Spitsbergen. Limnol. Oceanogr. doi: 10.1002/lno.10963 – volume: 7 start-page: 1247 year: 2014 ident: B12 article-title: Root mean square error (RMSE) or mean absolute error (MAE)? – arguments against avoiding RMSE in the literature. publication-title: Geosci. Model Dev. doi: 10.5194/gmd-7-1247-2014 – volume: 54 start-page: 2045 year: 2007 ident: B46 article-title: Iron-light interactions during the CROZet natural iron bloom and EXport experiment (CROZEX) I: phytoplankton growth and photophysiology. publication-title: Deep. Res. Part II Top. Stud. Oceanogr. doi: 10.1016/j.dsr2.2007.06.011 – volume: 167 start-page: 521 year: 2014 ident: B73 article-title: Photosynthetic acclimation of Nannochloropsis oculata investigated by multi-wavelength chlorophyll fluorescence analysis. publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2014.06.046 – volume: 54 start-page: 437 year: 2007 ident: B56 article-title: Comparison of different variable chlorophyll a fluorescence techniques to determine photosynthetic parameters of natural phytoplankton. publication-title: Deep. Res. Part I Oceanogr. Res. Pap. doi: 10.1016/j.dsr.2006.12.007 – start-page: 19 year: 2010 ident: B37 article-title: In situ measurement of variable fluorescence transients publication-title: Chlorophyll a Fluorescence in Aquatic Sciences: Methods and Applications doi: 10.1007/978-90-481-9268-7_2 – start-page: 231 year: 2002 ident: B43 article-title: Determination of spectral absorption coefficients of particles, dissolved material and phytoplankton for discrete water samples publication-title: Ocean Optics Protocols for Satellite Ocean Color Sensor Validation – volume: 259 start-page: 29 year: 2003 ident: B48 article-title: Physical controls on phytoplankton physiology and production at a shelf sea front: a fast repetition-rate fluorometer based field study. publication-title: Mar. Ecol. Ser. doi: 10.3354/meps259029 – volume: 50 start-page: 850 year: 2005 ident: B10 article-title: Diel variations in the photosynthetic parameters of Prochlorococcus strain PCC 9511: combined effects of light and cell cycle. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.2005.50.3.0850 – year: 2017 ident: B15 publication-title: PSIworx. – volume: 36 start-page: 8710 year: 1997 ident: B55 article-title: Absorption spectrum (380–700 nm) of pure water. II. integrating cavity measurements. publication-title: Appl. Opt. doi: 10.1364/AO.36.008710 – volume: 6 year: 2019 ident: B8 article-title: Improving the accuracy of Single Turnover Active Fluorometry (STAF) for the estimation of phytoplankton primary productivity (PhytoPP). publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2019.00319 – volume: 585 start-page: 357 year: 2020 ident: B26 article-title: Array programming with NumPy. publication-title: Nature doi: 10.1038/s41586-020-2649-2 – volume: 169 start-page: 40 year: 2017 ident: B27 article-title: Basin-scale spatio-temporal variability and control of phytoplankton photosynthesis in the Baltic Sea: the first multiwavelength fast repetition rate fluorescence study operated on a ship-of-opportunity. publication-title: J. Mar. Syst. doi: 10.1016/j.jmarsys.2017.01.007 – year: 2013 ident: B52 publication-title: FastPro8 GUI and FRRf3 Systems Documentation. Edition 2230-801 HB. – year: 2019 ident: B54 publication-title: Dual-Modulation Kinetic Fluorometer FL 6000 Manual and User’s Guide. – volume: 35 start-page: 562 year: 1990 ident: B9 article-title: Spectral absorption coefficients of living phytoplankton and nonalgal biogenous matter: a comparison between the Peru upwelling area and the Sargasso Sea. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.1990.35.3.0562 – volume: 2 start-page: 316 year: 2004 ident: B68 article-title: Evaluation of biophysical and optical determinations of light absorption by photosystem II in phytoplankton. publication-title: Limnol. Oceanogr. Methods doi: 10.4319/lom.2004.2.316 – volume: 38 start-page: 1646 year: 1993 ident: B33 article-title: Use of active fluorescence to estimate phytoplankton photosynthesis in situ. publication-title: Limnol. Oceanogr. doi: 10.4319/lo.1993.38.8.1646 – volume: 53 start-page: 1573 ident: B69 article-title: Photosynthetic electron turnover in the tropical and subtropical Atlantic Ocean. publication-title: Deep. Res. Part II Top. Stud. Oceanogr. doi: 10.1016/j.dsr2.2006.05.014 – volume: 52 start-page: 12039 year: 2018 ident: B28 article-title: Roadmaps and detours: active chlorophyll- A assessments of primary productivity across marine and freshwater systems. publication-title: Environ. Sci. Technol. doi: 10.1021/acs.est.8b03488 – ident: B14 publication-title: FastPro8 GUI and FRRf3 Systems Documentation, Edition 2230-801-HB. – volume: 10 year: 2010 ident: B63 article-title: An evaluation of R2 as an inadequate measure for nonlinear models in pharmacological and biochemical research: a Monte Carlo approach. publication-title: BMC Pharmacol. doi: 10.1186/1471-2210-10-6 – year: 2018 ident: B29 article-title: Inherent optical property measurements and protocols: absorption coefficient publication-title: IOCCG Ocean Optics and Biogeochemistry Protocols for Satellite Ocean Colour Sensor Validation, Volume 1.0 – year: 1974 ident: B49 article-title: Optical properties of pure water and pure seawater publication-title: Optical Aspects of Oceanography – volume: 81 start-page: 310 year: 1986 ident: B20 article-title: Evidence for cyclic electron flow around photosystem II in Chlorella pyrenoidosa. publication-title: Plant Physiol. doi: 10.1104/pp.81.1.310 – volume: 67 start-page: 189 year: 1994 ident: B16 article-title: On the convergence of interior-reflective Newton methods for nonlinear minimization subject to bounds. publication-title: Math. Program. doi: 10.1007/BF01582221 – volume: 6 start-page: 418 year: 1996 ident: B17 article-title: An interior trust region approach for nonlinear minimization subject to bounds. publication-title: SIAM J. Optim. doi: 10.1137/0806023 – volume: 18 start-page: 531 year: 2020 ident: B11 article-title: FIRe glider: mapping in situ chlorophyll variable fluorescence with autonomous underwater gliders. publication-title: Limnol. Oceanogr. Methods doi: 10.1002/lom3.10380 – year: 2008 ident: B36 publication-title: V6 Fluorescence Yield Analysis Software. – volume: 283 start-page: 840 year: 1999 ident: B5 article-title: Widespread iron limitation phytoplankton in the South Pacific Ocean. publication-title: Science doi: 10.1126/science.283.5403.840 – start-page: 1029 year: 2004 ident: B25 article-title: Fluorescence induction and relaxation (FIRe) technique and instrumentation for monitoring photosynthetic processes and primary production in aquatic ecosystems publication-title: Photosynthesis: Fundamental Aspects to Global Perspectives-Proc. 13th International Congress of Photosynthesis – volume: 13 start-page: 138 year: 2015 ident: B62 article-title: Toward autonomous measurements of photosynthetic electron transport rates: an evaluation of active fluorescence-based measurements of photochemistry. publication-title: Limnol. Oceanogr. Methods doi: 10.1002/lom3.10014 – volume: 29 start-page: 1145 year: 2015 ident: B74 article-title: Short-term variability in euphotic zone biogeochemistry and primary productivity at Station ALOHA: a case study of summer 2012. publication-title: Global Biogeochem. Cycles doi: 10.1002/2015GB005141 – volume: 62 start-page: 898 year: 2017 ident: B59 article-title: Primary productivity and the coupling of photosynthetic electron transport and carbon fixation in the Arctic Ocean. publication-title: Limnol. Oceanogr. doi: 10.1002/lno.10475 – volume: 10 year: 2015 ident: B60 article-title: Interacting effects of light and iron availability on the coupling of photosynthetic electron transport and CO2-assimilation in marine phytoplankton. publication-title: PLoS One doi: 10.1371/journal.pone.0133235 – year: 2007 ident: B4 publication-title: Fireworx. – volume: 29 start-page: 199 year: 2007 ident: B23 article-title: Photosynthetic electron transport in Dunaliella tertiolecta (Chlorophyceae) measured by fast repetition rate fluorometry: relation to carbon assimilation. publication-title: J. Plankton Res. doi: 10.1093/plankt/fbm007 – volume: 4 start-page: 913 year: 2007 ident: B50 article-title: Natural variability of bio-optical properties in Case 1 waters: attenuation and reflectance within the visible and near-UV spectral domains, as observed in South Pacific and Mediterranean waters. publication-title: Biogeosciences doi: 10.5194/bg-4-913-2007 – volume: 13 start-page: 223 year: 1966 ident: B41 article-title: A method for the continuous measurement of in vivo chlorophyll concentrations. publication-title: Deep Sea Res. doi: 10.1016/0011-7471(66)91102-8 – year: 2019 ident: B2 publication-title: Phytoplankton Pigment Concentrations of Seawater Sampled During the Antarctic Circumnavigation Expedition (ACE) During the Austral Summer of 2016/2017. (Version 1.0). – year: 2019 ident: B30 publication-title: Psifluo. – year: 2010 ident: B58 publication-title: Operation Manual for the FIRe Fluorometer System, Document No. SAT-DN-00265, Revision G, 12 December 2012. – volume: 12 start-page: 626 ident: B45 article-title: Iron limits primary productivity during spring bloom development in the central North Atlantic. publication-title: Glob. Chang. Biol. doi: 10.1111/j.1365-2486.2006.01122.x – volume: 26 start-page: 7404 year: 2018 ident: B61 article-title: Performance metrics for the assessment of satellite data products: an ocean color case study. publication-title: Opt. Express doi: 10.1364/OE.26.007404 – volume: 353 start-page: 81 year: 2008 ident: B21 article-title: In situ observation of phytoplankton productivity by an underwater profiling buoy system: use of fast repetition rate fluorometry. publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps07151 |
SSID | ssj0001340549 |
Score | 2.2084908 |
Snippet | The uptake and application of single turnover chlorophyll fluorometers to the study of phytoplankton ecosystem status and microbial functions has grown... |
SourceID | doaj proquest crossref |
SourceType | Open Website Aggregation Database Enrichment Source Index Database |
SubjectTerms | Biogeochemistry Chlorophyll Chlorophyll a chlorophyll fluorescence Community involvement Cruises Data Data collection Data processing Exports fast repetition and relaxation chlorophyll fluorescence induction fast repetition fluorometry Fluorescence Fluorimeters Instruments Open source software Parameters photophysiology Photosynthesis Phytoplankton Protocol python Quality control Seawater Standardization Uptake |
SummonAdditionalLinks | – databaseName: Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NS8QwEA3iSQTxE1dXycGTUG3z1cbburqIoC7ogreSNAkLllakgv4Bf7eTNIoi6MVrSZswb5KZlyZvEDrQnAmSC5FwXtmEQUqQSOmyREiqIHoXOif-7vDVtbiYsct7fv-l1Jc_E9bLA_eGO4bpp62GuMyUYdylMnUitdQIRV0qZBDbhjD2hUyF3RUKvTLZ_8YEFiYBJiCKwAdJdsSJr339LRAFvf4fy3GIMZNVtBKTQzzqB7WGFmyzjpZvKquaqCy9gd6m89eufaxV8wBpG57OWy8NAMYO--N41vnDrkB_T_AIT1-9MgC-a9taty8Y8lMM-R6-jdsH8Qombh2O9wUgjuFRWAHxeA5M3n-5rhOFJ_Vz-xSUnyqLz1SnNtFscn43vkhiMYWkogXpEkpkZjNDDCtUAcBkleAZVYUmSjowlWK5pdrkEN5h8QSLV4oZWxQS-J7jwtEttNi0jd1GODfGUS8LLzINZnaKmJxKYYwGbqUIH6D0w7JlFZXGfcGLugTG4cEoAxilB6PswRigw89XHnuZjd8an3q4Pht6hezwAPymjH5T_uU3AzT8ALuM0xY6Af7GckplsfMffeyiJT_scLqXD9Fi9_Rs9yCH6fR-cNd3Bu3xgQ priority: 102 providerName: Directory of Open Access Journals |
Title | Phytoplankton Photophysiology Utilities: A Python Toolbox for the Standardization of Processing Active Chlorophyll-a Fluorescence Data |
URI | https://www.proquest.com/docview/2548473398 https://doaj.org/article/ddebeb5604ad45f090f60e3d6a3f0696 |
Volume | 8 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
journalDatabaseRights | – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 2296-7745 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0001340549 issn: 2296-7745 databaseCode: KQ8 dateStart: 20140101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 2296-7745 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0001340549 issn: 2296-7745 databaseCode: DOA dateStart: 20140101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2296-7745 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0001340549 issn: 2296-7745 databaseCode: M~E dateStart: 20140101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 2296-7745 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0001340549 issn: 2296-7745 databaseCode: BENPR dateStart: 20140225 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1bi9QwFA7r7IsI4hXHXZc8-CRE29zaCCKz6w6L4DjoDuxbSZrEAUszO3TB_QP-bk8y6YgI-9qmbZovOed8uXwHoddGcEkrKYkQrSMcQgKilC-JVEyD965NRePZ4S8LebHin6_E1QFajGdh4rbK0SYmQ21DG-fI3wGRAUPKmKo_bq5JzBoVV1fHFBo6p1awH5LE2D10SGNW5Qk6PD1fLL_9nXVhUBuudsubwM4UwAcEEngiLd8KGnNi_-Ogko7_f2Y6-Z75I_QwB414tkP5MTpw_RP04GvrdJ8Vp5-i38v17RA2ne5_QjiHl-sQJQMAhDRvjldD3AQLtPg9nuHlbVQMwJchdCb8whC3YogD8fc8rZCPZuLgcT5HAP4Nz5JlxGdrYPjxzV1HNJ53N2GbFKFahz_pQT9Dq_n55dkFyUkWSMtqOhBGVelKSy2vdQ2Ala0UJdO1oVp5aCrNK8eMrcDtg1F1RrSaW1fXCnigF9Kz52jSh969QLiy1rMoFy9LA83sNbUVU9JaA5xLUzFFxdiyTZsVyGMijK4BJhLBaBIYTQSj2YExRW_2j2x28ht3FT6NcO0LRuXsdCFsfzR5IDZgzg38hSy4tlz4QhVeFo5ZqZkvpJJTdDyC3eThDB_Zd76Xd98-QvdjhdJ-XnGMJsP2xr2CqGUwJ7krniTW_wc4l-_O |
linkProvider | ProQuest |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3dbtMwFLbGdgFCQvyKwgBfwA1SILFjJ0aaUPdTdWwrFbTS7jI7tqlEFJeSCfoCPBbPxrHrFiGk3e02cRzbxz7nfLbPdxB6qVjOScF5wlhtkhxcgkQImyVcUAnWu1QF8bHDZyM-nOYfztn5Fvq9joXx1yrXOjEoau1qv0f-FoAMKFJKRfl-_i3xWaP86eo6hYaMqRX0XqAYi4EdJ2b5AyDc973jQ5D3K0IGR5ODYRKzDCQ1LUmXUCIyk2mi81KW0OKs5iyjslRECgvoSeaFoUoD3KegVYxitcy1KUsBQMgybinUewPtgNtBYVXt7B-Nxp_-7vJQ6H0uVsepgAYFTBcArIBLSfaGEZ-D-x-DGPIG_GcWgq0b3EV3opOK-6tZdQ9tmfY-uv2xNrKNDNcP0K_xbNm5eSPbr-A-4vHMeYoCEHrYp8fTzl-6BRj-DvfxeOkZCvDEuUa5nxj8ZAx-J_4ctzFiKCh2Fse4BbCnuB80MT6YNW7ha26aROJBc-kWgYGqNvhQdvIhml7LcD9C261rzWOEC60t9fT0PFMwzFYSXVDBtVaA8SRhPZSuR7aqI-O5T7zRVIB8vDCqIIzKC6NaCaOHXm8-ma_oPq4qvO_FtSnombrDA7f4UsWFX4H5UNALnuZS58ymIrU8NVRzSW3KBe-h3bWwq6g-4Cebyf7k6tcv0M3h5Oy0Oj0enTxFt3zjwl1itou2u8WleQYeU6eex2mJ0cV1r4Q_RQoq-Q |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1fb9MwELdGJyGEhPgrOgb4AV6QwhI7dmKkCXXrqo1BiWCV9hbs2KbSoriUTNAvwIfjU3FOnSKEtLe9Jo6T-M5397N9v0PohWIpJxnnEWOViVIICSIhbBJxQSV471xlxOcOf5jy41n67pydb6HffS6MP1bZ28TOUGtX-TXyPQAyYEgpFfmeDcciivHk7eJb5CtI-Z3WvpyGDGUW9H5HNxaSPE7N6gfAue_7J2OQ_UtCJkdnh8dRqDgQVTQnbUSJSEyiiU5zmcPXJxVnCZW5IlJYQFIyzQxVGqA_BQtjFKtkqk2eCwBFlnFLod8baDvz-aIDtH1wNC0-_V3xoTASqVhvrQIyFKA6AF4Bo5LkNSO-Hvc_zrGrIfCfi-j83uQuuhMCVjxaa9g9tGWa--j2x8rIJrBdP0C_ivmqdYtaNhcQSuJi7jxdAShAt2aPZ60_gAuQ_A0e4WLl2QrwmXO1cj8xxMwYYlD8OSxphLRQ7CwOOQzgW_Gos8r4cF67pe-5riOJJ_WlW3ZsVJXBY9nKh2h2LcP9CA0a15jHCGdaW-qp6nmiYJitJBqkwLVWgPckYUMU9yNbVoH93BfhqEtAQV4YZSeM0gujXAtjiF5tHlmsqT-uanzgxbVp6Fm7uwtu-bUMRqAEV6LgL3icSp0yG4vY8thQzSW1MRd8iHZ7YZfBlMBLNoq_c_Xt5-gmzIjy_cn09Am65b-tO1bMdtGgXV6apxA8tepZ0EqMvlz3RPgD-B8vMw |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Phytoplankton+Photophysiology+Utilities%3A+A+Python+Toolbox+for+the+Standardization+of+Processing+Active+Chlorophyll-a+Fluorescence+Data&rft.jtitle=Frontiers+in+Marine+Science&rft.au=Ryan-Keogh%2C+Thomas+J&rft.au=Robinson%2C+Charlotte+M&rft.date=2021-07-05&rft.pub=Frontiers+Research+Foundation&rft.eissn=2296-7745&rft_id=info:doi/10.3389%2Ffmars.2021.525414&rft.externalDBID=HAS_PDF_LINK |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2296-7745&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2296-7745&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2296-7745&client=summon |