Bioregionalization of the coastal and open oceans of British Columbia and Southeast Alaska based on Sentinel-3A satellite-derived phytoplankton seasonality
Classifying the ocean into regions with distinct biogeochemical or physical properties may enhance our interpretation of ocean processes. High-resolution satellite-derived products provide valuable data to address this task. Notwithstanding, no regionalization at a regional scale has been attempted...
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Published in | Frontiers in Marine Science Vol. 9 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English Japanese |
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27.09.2022
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Abstract | Classifying the ocean into regions with distinct biogeochemical or physical properties may enhance our interpretation of ocean processes. High-resolution satellite-derived products provide valuable data to address this task. Notwithstanding, no regionalization at a regional scale has been attempted for the coastal and open oceans of British Columbia (BC) and Southeast Alaska (SEA), which host essential habitats for several ecologically, culturally, and commercially important species. Across this heterogeneous marine domain, phytoplankton are subject to dynamic ocean circulation patterns and atmosphere-ocean-land interactions, and their variability, in turn, influences marine food web structure and function. Regionalization based on phytoplankton biomass patterns along BC and SEA’s coastal and open oceans can be valuable in identifying pelagic habitats and representing a baseline for assessing future changes. We developed a two-step classification procedure, i.e., a Self-Organizing Maps (SOM) analysis followed by the affinity propagation clustering method, to define ten bioregions based on the seasonal climatology of high-resolution (300 m) Sentinel-3 surface chlorophyll-a data (a proxy for phytoplankton biomass), for the period 2016-2020. The classification procedure allowed high precision delineation of the ten bioregions, revealing separation between off-shelf bioregions and those in neritic waters. Consistent with the high-nutrient, low-chlorophyll regime, relatively low values of phytoplankton biomass (< 1 mg/m
3
) distinguished off-shelf bioregions, which also displayed, on average, more prominent autumn biomass peaks. In sharp contrast, neritic bioregions were highly productive (>> 1 mg/m
3
) and characterized by different phytoplankton dynamics. The spring phytoplankton bloom onset varied spatially and inter-annually, with substantial differences among bioregions. The proposed high-spatial-resolution regionalization constitutes a reference point for practical and more extensive implementation in understanding the spatial dynamics of the regional ecology, data-driven ocean observing systems, and objective regional management. |
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AbstractList | Classifying the ocean into regions with distinct biogeochemical or physical properties may enhance our interpretation of ocean processes. High-resolution satellite-derived products provide valuable data to address this task. Notwithstanding, no regionalization at a regional scale has been attempted for the coastal and open oceans of British Columbia (BC) and Southeast Alaska (SEA), which host essential habitats for several ecologically, culturally, and commercially important species. Across this heterogeneous marine domain, phytoplankton are subject to dynamic ocean circulation patterns and atmosphere-ocean-land interactions, and their variability, in turn, influences marine food web structure and function. Regionalization based on phytoplankton biomass patterns along BC and SEA’s coastal and open oceans can be valuable in identifying pelagic habitats and representing a baseline for assessing future changes. We developed a two-step classification procedure, i.e., a Self-Organizing Maps (SOM) analysis followed by the affinity propagation clustering method, to define ten bioregions based on the seasonal climatology of high-resolution (300 m) Sentinel-3 surface chlorophyll-a data (a proxy for phytoplankton biomass), for the period 2016-2020. The classification procedure allowed high precision delineation of the ten bioregions, revealing separation between off-shelf bioregions and those in neritic waters. Consistent with the high-nutrient, low-chlorophyll regime, relatively low values of phytoplankton biomass (< 1 mg/m3) distinguished off-shelf bioregions, which also displayed, on average, more prominent autumn biomass peaks. In sharp contrast, neritic bioregions were highly productive (>> 1 mg/m3) and characterized by different phytoplankton dynamics. The spring phytoplankton bloom onset varied spatially and inter-annually, with substantial differences among bioregions. The proposed high-spatial-resolution regionalization constitutes a reference point for practical and more extensive implementation in understanding the spatial dynamics of the regional ecology, data-driven ocean observing systems, and objective regional management. Classifying the ocean into regions with distinct biogeochemical or physical properties may enhance our interpretation of ocean processes. High-resolution satellite-derived products provide valuable data to address this task. Notwithstanding, no regionalization at a regional scale has been attempted for the coastal and open oceans of British Columbia (BC) and Southeast Alaska (SEA), which host essential habitats for several ecologically, culturally, and commercially important species. Across this heterogeneous marine domain, phytoplankton are subject to dynamic ocean circulation patterns and atmosphere-ocean-land interactions, and their variability, in turn, influences marine food web structure and function. Regionalization based on phytoplankton biomass patterns along BC and SEA’s coastal and open oceans can be valuable in identifying pelagic habitats and representing a baseline for assessing future changes. We developed a two-step classification procedure, i.e., a Self-Organizing Maps (SOM) analysis followed by the affinity propagation clustering method, to define ten bioregions based on the seasonal climatology of high-resolution (300 m) Sentinel-3 surface chlorophyll-a data (a proxy for phytoplankton biomass), for the period 2016-2020. The classification procedure allowed high precision delineation of the ten bioregions, revealing separation between off-shelf bioregions and those in neritic waters. Consistent with the high-nutrient, low-chlorophyll regime, relatively low values of phytoplankton biomass (< 1 mg/m 3 ) distinguished off-shelf bioregions, which also displayed, on average, more prominent autumn biomass peaks. In sharp contrast, neritic bioregions were highly productive (>> 1 mg/m 3 ) and characterized by different phytoplankton dynamics. The spring phytoplankton bloom onset varied spatially and inter-annually, with substantial differences among bioregions. The proposed high-spatial-resolution regionalization constitutes a reference point for practical and more extensive implementation in understanding the spatial dynamics of the regional ecology, data-driven ocean observing systems, and objective regional management. |
Author | Brian P. V. Hunt Christian Marchese Fernanda Giannini Matthew Ehrler Maycira Costa |
Author_xml | – sequence: 1 givenname: Christian surname: Marchese fullname: Marchese, Christian – sequence: 2 givenname: Brian P. V. surname: Hunt fullname: Hunt, Brian P. V. – sequence: 3 givenname: Fernanda surname: Giannini fullname: Giannini, Fernanda – sequence: 4 givenname: Matthew surname: Ehrler fullname: Ehrler, Matthew – sequence: 5 givenname: Maycira surname: Costa fullname: Costa, Maycira |
BackLink | https://cir.nii.ac.jp/crid/1871991017401259264$$DView record in CiNii |
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Cites_doi | 10.1093/icesjms/fsr043 10.1016/j.ecolind.2018.08.053 10.1002/2016JD025372 10.1016/j.ecss.2020.107103 10.1029/2008GB003326 10.1016/j.pocean.2007.08.009 10.3389/fmars.2022.832684 10.1016/j.pocean.2013.05.019 10.1029/2006JC003553 10.1111/1440-1703.12060 10.22541/au.157927292.26126702 10.1016/j.pocean.2021.102530 10.1029/2021JC017486 10.1007/BF00337288 10.1029/2007JC004412 10.1029/2012JC008249 10.1016/B978-0-12-409548-9.11633-1 10.1016/S0967-0645(99)00069-7 10.1002/jgrc.20167 10.1016/j.dsr2.2005.02.011 10.1139/F09-071 10.1175/JCLI-D-13-00089.1 10.1016/0198-0149(89)90144-1 10.1111/gcb.14650 10.18637/jss.v087.i07 10.1016/S0967-0645(04)00094-3 10.1007/s12237-020-00858-2 10.1006/ecss.2000.0593 10.1038/s41467-020-15820-w 10.1029/2007GL032838 10.1016/j.rse.2015.01.019 10.1109/72.846731 10.1016/j.dsr.2014.06.008 10.1038/s41598-020-63650-z 10.5194/bg-6-139-2009 10.1093/icesjms/fsq175 10.1016/j.ocecoaman.2021.105776 10.1016/j.rse.2021.112317 10.1146/annurev.es.24.110193.003011 10.1016/j.dsr2.2019.04.002 10.1016/j.pocean.2016.06.002 10.3389/fmars.2019.00485 10.1016/j.csr.2012.07.007 10.1016/j.pocean.2019.102134 10.1093/bioinformatics/btr406 10.1007/s11160-013-9326-6 10.1016/j.future.2014.10.029 10.1016/j.asr.2005.11.005 10.5194/bg-11-6451-2014 10.1126/science.1136800 10.1016/j.pocean.2013.05.017 10.3390/rs9101063 10.1029/2020JC017033 10.1016/j.ecss.2017.09.029 10.1139/cjfas-2014-0298 10.1093/biosci/biv027 10.7717/peerj.12238 10.3389/fmars.2021.735826 10.1016/j.dsr2.2004.12.023 10.1016/j.ocemod.2004.08.001 10.1080/07055900.2014.986710 10.1002/2016GL072428 10.1093/icesjms/fsu239 10.1016/j.dsr2.2015.06.018 10.1038/nature02808 10.1357/002224007784219002 10.1016/j.pocean.2008.03.013 10.3354/meps13914 10.1016/j.pocean.2013.05.024 10.1109/JSTARS.2016.2625813 10.3389/fmars.2019.00093 10.1016/j.pocean.2013.07.006 10.1002/2014JC010496 10.1111/faf.12530 10.1007/s00300-017-2095-2 10.1038/nature02437 10.1016/j.pocean.2007.08.010 10.1126/sciadv.abh0895 10.1029/2011GL048299 10.1126/science.1109049 10.1016/j.rse.2016.10.043 10.1023/A:1015857624562 10.5194/bg-13-1901-2016 10.1175/1520-0426(2003)020<1839:ECADFF>2.0.CO;2 10.1016/j.dsr.2007.11.005 10.1023/B:JOCE.0000038321.57391.2a 10.1111/fog.12063 10.3354/meps161173 10.4319/lo.1991.36.8.1793 10.1002/2017JC013023 10.1093/plankt/15.2.161 10.1029/2005GB002557 10.1139/cjfas-2019-0238 10.1016/j.ecss.2008.12.022 10.3354/meps08382 10.1029/2012GL052912 10.1038/nclimate3082 10.1093/plankt/fbu016 10.1002/2017GL074359 10.1073/pnas.1005638107 10.1016/j.pocean.2003.07.006 10.1016/j.pocean.2013.05.026 10.1002/2015JC011493 10.1371/journal.pone.0245941 10.1016/j.ejrs.2021.09.005 10.1093/icesjms/fsm072 10.1029/2019JC015799 10.1016/j.dsr2.2003.06.003 10.5772/13146 10.1080/01621459.1983.10478008 10.1038/423398b 10.1029/2001JC000843 10.1007/s10872-021-00606-5 10.3390/rs10091449 10.1016/j.dsr2.2019.104637 10.1002/2014JC010323 10.1016/j.pocean.2017.05.013 10.3354/meps08950 10.5670/oceanog.2008.07 10.1002/lno.11056 |
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References | Doney (B30) 2003; 108 Zhang (B125) 2017; 10 Yoo (B121) 2008; 77 MacFadyen (B68) 2008; 113 Robinson (B99) 1993; 15 Platt (B93) 2007; 64 Yin (B120) 1997; 161 Asch (B6) 2019; 25 Henson (B53) 2008; 55 Wehrens (B118) 2018; 87 Barth (B7) 2019; 6 Frey (B42) 2007; 315 Peña (B87) 2016; 146 Friesen (B43) 2021; 211 Shelton (B104) 2021; 22 Di Lorenzo (B29) 2008; 35 Richardson (B98) 2003; 59 Krug (B61) 2017; 155 Peña (B89) 2007; 75 Ware (B117) 2005; 308 Mayot (B80) 2016; 13 Cullen (B23) 2009; 23 Del Bel Belluz (B26) 2021; 44 Elizondo (B35) 2021; 194 Boyd (B12) 2004; 428 Harrison (B50) 2004; 60 McKinnell (B82) 2014; 23 Marchese (B73) 2017; 40 Platt (B92) 2003; 423 Crawford (B22) 2005; 52 Brickley (B13) 2004; 51 Solidoro (B105) 2007; 112 Malick (B72) 2015; 72 Phillips (B91) 2017; 199 Harrison (B49) 2002; 58 Hobday (B56) 2014; 24 Zhao (B126) 2020; 35 Brody (B14) 2013; 118 Hickey (B54) 2008; 21 Edwards (B34) 2004; 430 Amaya (B4) 2020; 11 Feng (B38) 2017; 122 Tommasi (B113) 2021; 9 Sasaoka (B102) 2011; 38 Whitney (B119) 2005; 52 Huot (B57) 2019; 166 Boyd (B11) 1999; 46 Borstad (B10) 2011; 424 Groom (B48) 2019; 6 Henson (B52) 2007; 65 Kohonen (B60) 1982; 43 Gittings (B45) 2017; 189 Dosser (B33) 2021; 126 Espinasse (B36) 2020; 10 Ferreira (B39) 2014; 119 Fendereski (B37) 2014; 11 Kheireddine (B59) 2021; 126 Sydeman (B110) 2009; 393 Ma (B79) 2015; 51 Vesanto (B115) 2000; 11 Hilborn (B55) 2018; 10 Longhurst (B67) 2010 Mayot (B81) 2020; 125 Zhang (B123) 2021; 680 Ardyna (B5) 2017; 44 Di Lorenzo (B28) 2016; 6 Donlon (B31) 2012 Liu (B66) 2016; 121 Racault (B94) 2014; 36 Suchy (B109) 2022; 9 O’Neel (B84) 2015; 65 Reygondeau (B96) 2019 Cheung (B17) 2021; 7 Li (B64) 2000; 50 Martin (B75) 1991; 36 (B27) 2009 D’Ortenzio (B32) 2009; 6 Peña (B86) 2019 Masson (B77) 2009; 82 Allen (B2) 2013; 115 Lam (B62) 2006; 20 Carswell (B15) 2017; 9 Nishioka (B83) 2021; 77 Beckers (B9) 2003; 20 Steinmetz (B107) 2016 Mahara (B71) 2021; 249 Cole (B20) 2015; 72 Mackas (B69) 2007; 75 Marchese (B74) 2019; 96 Zhai (B122) 2011; 68 Saraceno (B101) 2006; 37 B85 Sackmann (B100) 2004; 51 Racault (B95) 2015; 160 Liu (B65) 2011 Glover (B46) 2018; 123 Zhang (B124) 2021; 8 Ainsworth (B1) 2011; 68 Tortell (B114) 2012; 47 Daly (B25) 1993; 24 Cheung (B16) 2020; 10 Stabeno (B106) 2016; 132 Chiba (B18) 2012; 39 Gower (B47) 2013; 115 Alvera-Azcárate (B3) 2005; 9 Jackson (B58) 2015; 120 Martin (B76) 1989; 36 Thomson (B112) 1981 Waite (B116) 2013; 116 Giannini (B44) 2021; 256 Cole (B19) 2012; 117 Maúre (B78) 2017; 44 Harshada (B51) 2021; 24 Bodenhofer (B8) 2011; 27 Mackas (B70) 2013; 115 Perry (B90) 2021; 16 Cyr (B24) 2015; 53 Ribalet (B97) 2010; 107 Laurel (B63) 2020; 77 Suchy (B108) 2019; 176 Peña (B88) 2019; 64 Collins (B21) 2009; 66 Taylor (B111) 2013; 26 Schweigert (B103) 2013; 115 Foukal (B40) 2014; 92 Fowlkes (B41) 1983; 78 |
References_xml | – volume: 68 start-page: 1217 year: 2011 ident: B1 article-title: Potential impacts of climate change on northeast pacific marine foodwebs and fisheries publication-title: ICES J. Mar. Sci. doi: 10.1093/icesjms/fsr043 – volume: 96 start-page: 81 year: 2019 ident: B74 article-title: Regional differences and inter-annual variability in the timing of surface phytoplankton blooms in the Labrador Sea publication-title: Ecol. Indic. doi: 10.1016/j.ecolind.2018.08.053 – volume: 122 start-page: 1725 year: 2017 ident: B38 article-title: Cloud and sun-glint statistics derived from GOES and MODIS observations over the intra-americas Sea for GEO-CAPE mission planning publication-title: J. Geophys. Res. Atmos. doi: 10.1002/2016JD025372 – volume: 249 year: 2021 ident: B71 article-title: How zooplankton communities are shaped in a complex and dynamic coastal system with strong tidal influence publication-title: Estuarine Coast. Shelf Sci. doi: 10.1016/j.ecss.2020.107103 – volume: 23 year: 2009 ident: B23 article-title: British Columbian Continental shelf as a source of dissolved iron to the subarctic northeast pacific ocean. Global biogeochem publication-title: Cycles doi: 10.1029/2008GB003326 – volume: 75 start-page: 200 year: 2007 ident: B89 article-title: Seasonal and interannual variability in phytoplankton and nutrient dynamics along line p in the NE subarctic pacific publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2007.08.009 – volume: 9 year: 2022 ident: B109 article-title: Match/Mismatch between phytoplankton and crustacean zooplankton phenology in the strait of Georgia, Canada publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2022.832684 – volume: 115 start-page: 129 year: 2013 ident: B70 article-title: Zooplankton time series from the strait of Georgia: Results from year-round sampling at deep water locations 1990–2010 publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2013.05.019 – volume: 112 start-page: C07S90 year: 2007 ident: B105 article-title: Understanding dynamic of biogeochemical properties in the northern Adriatic Sea by using self-organizing maps and k-means clustering publication-title: J. Geophys. Res. doi: 10.1029/2006JC003553 – volume: 35 start-page: 327 year: 2020 ident: B126 article-title: Mapping near surface global marine ecosystems through cluster analysis of environmental data publication-title: Ecol. Res. doi: 10.1111/1440-1703.12060 – volume: 10 start-page: 13555 year: 2020 ident: B36 article-title: Stock specific high-seas distribution of maturing sockeye salmon in the north pacific publication-title: Ecol. Evol. doi: 10.22541/au.157927292.26126702 – volume: 194 year: 2021 ident: B35 article-title: Biome partitioning of the global ocean based on phytoplankton biogeography publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2021.102530 – volume: 126 year: 2021 ident: B59 article-title: Regionalization of the red Sea based on phytoplankton phenology: A satellite analysis publication-title: J. Geophys. Res. Oceans doi: 10.1029/2021JC017486 – start-page: 291 p volume-title: Oceanography of the British Columbia coast. can. spec. publ. fish. aquat. sci year: 1981 ident: B112 – volume: 43 start-page: 59 year: 1982 ident: B60 article-title: Self-organized formation of topologically correct feature maps publication-title: Biol. Cybern. doi: 10.1007/BF00337288 – volume: 113 start-page: C08008 year: 2008 ident: B68 article-title: Influences of the Juan de fuca eddy on circulation, nutrients, and phytoplankton production in the northern California current system publication-title: J. Geophys. Res. doi: 10.1029/2007JC004412 – volume: 117 start-page: n/a year: 2012 ident: B19 article-title: Mind the gap: The impact of missing data on the calculation of phytoplankton phenology metrics publication-title: J. Geophysical Research: Oceans doi: 10.1029/2012JC008249 – start-page: 588 volume-title: Encyclopedia of ocean sciences year: 2019 ident: B96 article-title: Pelagic biogeography,” doi: 10.1016/B978-0-12-409548-9.11633-1 – volume: 46 start-page: 2405 year: 1999 ident: B11 article-title: Phytoplankton dynamics in the NE subarctic pacific publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/S0967-0645(99)00069-7 – volume: 118 start-page: 2345 year: 2013 ident: B14 article-title: A comparison of methods to determine phytoplankton bloom initiation publication-title: J. Geophysical Research: Oceans doi: 10.1002/jgrc.20167 – volume: 52 start-page: 975 year: 2005 ident: B22 article-title: Impact of haida eddies on chlorophyll distribution in the Eastern gulf of Alaska publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/j.dsr2.2005.02.011 – volume: 66 start-page: 1597 year: 2009 ident: B21 article-title: The role of wind in determining the timing of the spring bloom in the strait of Georgia publication-title: Can. J. Fish. Aquat. Sci. doi: 10.1139/F09-071 – volume: 26 start-page: 9194 year: 2013 ident: B111 article-title: On the sensitivity of field reconstruction and prediction using empirical orthogonal functions derived from gappy data publication-title: J. Climate doi: 10.1175/JCLI-D-13-00089.1 – volume: 36 start-page: 649 year: 1989 ident: B76 article-title: Vertex: phytoplankton/iron studies in the gulf of Alaska publication-title: Deep Sea Res. Part A. Oceanographic Res. Papers doi: 10.1016/0198-0149(89)90144-1 – volume: 25 start-page: 2544 year: 2019 ident: B6 article-title: Climate change impacts on mismatches between phytoplankton blooms and fish spawning phenology publication-title: Glob Change Biol. doi: 10.1111/gcb.14650 – volume-title: ATBD v1 - polymer atmospheric correction algorithm ref: D2.3 date: 23/12/2016 issue: 2.1. PML year: 2016 ident: B107 – volume: 87 start-page: 1 year: 2018 ident: B118 article-title: Flexible self-organizing maps in kohonen 3.0 publication-title: J. Stat. Soft. doi: 10.18637/jss.v087.i07 – volume: 51 start-page: 945 year: 2004 ident: B100 article-title: Seasonal and inter-annual variability of SeaWiFS-derived chlorophyll a concentrations in waters off the Washington and Vancouver island coasts 1998–2002 publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/S0967-0645(04)00094-3 – volume: 44 start-page: 1419 year: 2021 ident: B26 article-title: Phytoplankton composition and environmental drivers in the northern strait of Georgia (Salish Sea), British Columbia, Canada publication-title: Estuaries Coasts doi: 10.1007/s12237-020-00858-2 – year: 2009 ident: B27 article-title: Development of a framework and principles for the biogeographic classification of Canadian marine areas publication-title: Can. Sci. Advis. Secret. Sci. Advis. Rep – volume: 50 start-page: 467 year: 2000 ident: B64 article-title: What determines seasonal and interannual variability of phytoplankton and zooplankton in strongly estuarine systems publication-title: Estuarine Coast. Shelf Sci. doi: 10.1006/ecss.2000.0593 – volume: 11 start-page: 1903 year: 2020 ident: B4 article-title: Physical drivers of the summer 2019 north pacific marine heatwave publication-title: Nat. Commun. doi: 10.1038/s41467-020-15820-w – volume: 35 start-page: L08607 year: 2008 ident: B29 article-title: North pacific gyre oscillation links ocean climate and ecosystem change publication-title: Geophysical Res. Lett. doi: 10.1029/2007GL032838 – volume: 160 start-page: 222 year: 2015 ident: B95 article-title: Phytoplankton phenology indices in coral reef ecosystems: Application to ocean-color observations in the red Sea publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2015.01.019 – volume: 11 start-page: 586 year: 2000 ident: B115 article-title: Clustering of the self-organizing map publication-title: IEEE Trans. Neural Netw. doi: 10.1109/72.846731 – volume: 92 start-page: 11 year: 2014 ident: B40 article-title: Biogeography and phenology of satellite-measured phytoplankton seasonality in the California current publication-title: Deep Sea Res. Part I: Oceanographic Res. Papers doi: 10.1016/j.dsr.2014.06.008 – ident: B85 – volume: 10 start-page: 6678 year: 2020 ident: B16 article-title: Marine heatwaves exacerbate climate change impacts for fisheries in the northeast pacific publication-title: Sci. Rep. doi: 10.1038/s41598-020-63650-z – volume: 6 start-page: 139 year: 2009 ident: B32 article-title: On the trophic regimes of the Mediterranean Sea: a satellite analysis publication-title: Biogeosciences doi: 10.5194/bg-6-139-2009 – volume: 68 start-page: 781 year: 2011 ident: B122 article-title: Phytoplankton phenology on the scotian shelf publication-title: ICES J. Mar. Sci. doi: 10.1093/icesjms/fsq175 – volume: 211 year: 2021 ident: B43 article-title: Effects of changing ocean temperatures on ecological connectivity among marine protected areas in northern British Columbia publication-title: Ocean Coast. Manage. doi: 10.1016/j.ocecoaman.2021.105776 – start-page: 1711 year: 2012 ident: B31 article-title: The sentinel-3 mission: Overview and status – volume: 256 year: 2021 ident: B44 article-title: Performance of OLCI sentinel-3A satellite in the northeast pacific coastal waters publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2021.112317 – volume: 24 start-page: 555 year: 1993 ident: B25 article-title: Physical-biological interactions influencing marine plankton production publication-title: Annu. Rev. Ecol. Syst. doi: 10.1146/annurev.es.24.110193.003011 – volume: 166 start-page: 75 year: 2019 ident: B57 article-title: Partitioning the Indian ocean based on surface fields of physical and biological properties publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/j.dsr2.2019.04.002 – volume: 146 start-page: 58 year: 2016 ident: B87 article-title: Annual plankton dynamics in a coupled physical–biological model of the strait of Georgia, British Columbia publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2016.06.002 – volume: 6 year: 2019 ident: B48 article-title: Satellite ocean colour: Current status and future perspective publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2019.00485 – volume: 47 start-page: 119 year: 2012 ident: B114 article-title: Influence of regional climate forcing on surface water pCO2, ΔO2/Ar and dimethylsulfide (DMS) along the southern British Columbia coast publication-title: Continental Shelf Res. doi: 10.1016/j.csr.2012.07.007 – volume: 176 year: 2019 ident: B108 article-title: Influence of environmental drivers on spatio-temporal dynamics of satellite-derived chlorophyll a in the strait of Georgia publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2019.102134 – volume: 27 start-page: 2463 year: 2011 ident: B8 article-title: APCluster: an r package for affinity propagation clustering publication-title: Bioinformatics doi: 10.1093/bioinformatics/btr406 – volume: 24 start-page: 415 year: 2014 ident: B56 article-title: Identification of global marine hotspots: sentinels for change and vanguards for adaptation action publication-title: Rev. Fish Biol. Fish. doi: 10.1007/s11160-013-9326-6 – volume: 51 start-page: 47 year: 2015 ident: B79 article-title: Remote sensing big data computing: Challenges and opportunities publication-title: Future Generation Comput. Syst. doi: 10.1016/j.future.2014.10.029 – volume: 37 start-page: 793 year: 2006 ident: B101 article-title: Biophysical regions identification using an artificial neuronal network: A case study in the south Western Atlantic publication-title: Adv. Space Res. doi: 10.1016/j.asr.2005.11.005 – volume-title: Ecological geography of the Sea, 3rd ed year: 2010 ident: B67 – volume: 11 start-page: 6451 year: 2014 ident: B37 article-title: Biogeographic classification of the Caspian Sea publication-title: Biogeosciences doi: 10.5194/bg-11-6451-2014 – volume: 315 start-page: 972 year: 2007 ident: B42 article-title: Clustering by passing messages between data points publication-title: Science doi: 10.1126/science.1136800 – volume: 115 start-page: 103 year: 2013 ident: B103 article-title: Factors linking pacific herring (Clupea pallasi) productivity and the spring plankton bloom in the strait of Georgia, British Columbia, Canada publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2013.05.017 – volume: 9 year: 2017 ident: B15 article-title: Evaluation of MODIS-aqua atmospheric correction and chlorophyll products of Western north American coastal waters based on 13 years of data publication-title: Remote Sens. doi: 10.3390/rs9101063 – volume: 126 year: 2021 ident: B33 article-title: Stark physical and biogeochemical differences and implications for ecosystem stressors in the northeast pacific coastal ocean publication-title: JGR Oceans doi: 10.1029/2020JC017033 – volume: 199 start-page: 35 year: 2017 ident: B91 article-title: Spatial-temporal bio-optical classification of dynamic semi-estuarine waters in western north America publication-title: Estuarine Coast. Shelf Sci. doi: 10.1016/j.ecss.2017.09.029 – volume: 72 start-page: 697 year: 2015 ident: B72 article-title: Linking phytoplankton phenology to salmon productivity along a north–south gradient in the northeast pacific ocean publication-title: Can. J. Fish. Aquat. Sci. doi: 10.1139/cjfas-2014-0298 – volume: 65 start-page: 499 year: 2015 ident: B84 article-title: Icefield-to-Ocean linkages across the northern pacific coastal temperate rainforest ecosystem publication-title: BioScience doi: 10.1093/biosci/biv027 – volume: 9 year: 2021 ident: B113 article-title: Differential response of distinct copepod life history types to spring environmental forcing in rivers inlet, British Columbia, Canada publication-title: PeerJ doi: 10.7717/peerj.12238 – volume: 8 year: 2021 ident: B124 article-title: Roles of iron limitation in phytoplankton dynamics in the Western and Eastern subarctic pacific publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2021.735826 – volume: 52 start-page: 681 year: 2005 ident: B119 article-title: Physical processes that enhance nutrient transport and primary productivity in the coastal and open ocean of the subarctic NE pacific publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/j.dsr2.2004.12.023 – volume: 9 start-page: 325 year: 2005 ident: B3 article-title: Reconstruction of incomplete oceanographic data sets using empirical orthogonal functions: application to the Adriatic Sea surface temperature publication-title: Ocean Model. doi: 10.1016/j.ocemod.2004.08.001 – volume: 53 start-page: 212 year: 2015 ident: B24 article-title: Thermal fronts atlas of Canadian coastal waters publication-title: Atmosphere-Ocean doi: 10.1080/07055900.2014.986710 – volume: 44 start-page: 5016 year: 2017 ident: B5 article-title: Delineating environmental control of phytoplankton biomass and phenology in the southern ocean: Phytoplankton dynamics in the SO publication-title: Geophysical Res. Lett. doi: 10.1002/2016GL072428 – volume: 72 start-page: 2029 year: 2015 ident: B20 article-title: Basin-wide mechanisms for spring bloom initiation: how typical is the north Atlantic publication-title: ICES J. Mar. Science: J. du Conseil doi: 10.1093/icesjms/fsu239 – volume: 132 start-page: 6 year: 2016 ident: B106 article-title: Southeast alaskan shelf from southern tip of baranof island to kayak island: Currents, mixing and chlorophyll-a publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/j.dsr2.2015.06.018 – volume: 430 start-page: 881 year: 2004 ident: B34 article-title: Impact of climate change on marine pelagic phenology and trophic mismatch publication-title: Nature doi: 10.1038/nature02808 – volume: 65 start-page: 715 year: 2007 ident: B52 article-title: Water column stability and spring bloom dynamics in the gulf of Alaska publication-title: J. Mar. Res. doi: 10.1357/002224007784219002 – volume: 77 start-page: 155 year: 2008 ident: B121 article-title: Seasonal, interannual and event scale variation in north pacific ecosystems publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2008.03.013 – volume: 680 start-page: 33 year: 2021 ident: B123 article-title: Modeling the seasonal variability of phytoplankton in the subarctic northeast pacific ocean publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps13914 – volume: 115 start-page: 181 year: 2013 ident: B47 article-title: The malaspina dragon: A newly-discovered pattern of the early spring bloom in the strait of Georgia, British Columbia, Canada publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2013.05.024 – volume: 10 start-page: 57 year: 2017 ident: B125 article-title: Shifting trends in bimodal phytoplankton blooms in the north pacific and north Atlantic oceans from space with the holo-Hilbert spectral analysis publication-title: IEEE J. Selected Topics Appl. Earth Observations Remote Sens. doi: 10.1109/JSTARS.2016.2625813 – volume: 6 year: 2019 ident: B7 article-title: Better regional ocean observing through cross-national cooperation: A case study from the northeast pacific publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2019.00093 – volume: 116 start-page: 179 year: 2013 ident: B116 article-title: Spatial and temporal variability of chlorophyll-a concentrations in the coastal gulf of Alaska 1998–2011, using cloud-free reconstructions of SeaWiFS and MODIS-aqua data publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2013.07.006 – volume: 120 start-page: 4709 year: 2015 ident: B58 article-title: Satellite chlorophyll off the British Columbia coast 1997-2010: SATELLITE CHLOROPHYLL BC COAST publication-title: J. Geophys. Res. Oceans doi: 10.1002/2014JC010496 – volume: 22 start-page: 503 year: 2021 ident: B104 article-title: Redistribution of salmon populations in the northeast pacific ocean in response to climate publication-title: Fish Fish doi: 10.1111/faf.12530 – volume: 40 start-page: 1721 year: 2017 ident: B73 article-title: Changes in phytoplankton bloom phenology over the north water (NOW) polynya: a response to changing environmental conditions publication-title: Polar Biol. doi: 10.1007/s00300-017-2095-2 – volume: 428 start-page: 549 year: 2004 ident: B12 article-title: The decline and fate of an iron-induced subarctic phytoplankton bloom publication-title: Nature doi: 10.1038/nature02437 – volume: 75 start-page: 223 year: 2007 ident: B69 article-title: Effects on zooplankton of a warmer ocean: Recent evidence from the northeast pacific publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2007.08.010 – volume: 7 year: 2021 ident: B17 article-title: Marine high temperature extremes amplify the impacts of climate change on fish and fisheries publication-title: Sci. Adv. doi: 10.1126/sciadv.abh0895 – volume: 38 year: 2011 ident: B102 article-title: Climatic forcing and phytoplankton phenology over the subarctic north pacific from 1998 to 2006, as observed from ocean color data publication-title: Geophys. Res. Lett. doi: 10.1029/2011GL048299 – volume: 308 start-page: 1280 year: 2005 ident: B117 article-title: Bottom-up ecosystem trophic dynamics determine fish production in the northeast pacific publication-title: Science doi: 10.1126/science.1109049 – volume: 189 start-page: 56 year: 2017 ident: B45 article-title: Seasonal phytoplankton blooms in the gulf of Aden revealed by remote sensing publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2016.10.043 – volume: 58 start-page: 259 year: 2002 ident: B49 article-title: Station papa time series: Insights into ecosystem dynamics publication-title: J. Oceanogr. doi: 10.1023/A:1015857624562 – volume: 13 start-page: 1901 year: 2016 ident: B80 article-title: Interannual variability of the Mediterranean trophic regimes from ocean color satellites publication-title: Biogeosciences doi: 10.5194/bg-13-1901-2016 – volume: 20 start-page: 1839 year: 2003 ident: B9 article-title: EOF calculations and data filling from incomplete oceanographic datasets publication-title: J. Atmos. Ocean. Technol. doi: 10.1175/1520-0426(2003)020<1839:ECADFF>2.0.CO;2 – volume: 55 start-page: 163 year: 2008 ident: B53 article-title: A census of oceanic anticyclonic eddies in the gulf of Alaska publication-title: Deep Sea Res. Part I: Oceanographic Res. Papers doi: 10.1016/j.dsr.2007.11.005 – volume: 60 start-page: 93 year: 2004 ident: B50 article-title: Nutrient and plankton dynamics in the NE and NW gyres of the subarctic pacific ocean publication-title: J. Oceanogr. doi: 10.1023/B:JOCE.0000038321.57391.2a – volume: 23 start-page: 322 year: 2014 ident: B82 article-title: Oceanic and atmospheric extremes motivate a new hypothesis for variable marine survival of Fraser river sockeye salmon publication-title: Fish. Oceanogr. doi: 10.1111/fog.12063 – volume: 161 start-page: 173 year: 1997 ident: B120 article-title: Importance of wind and river discharge in influencing nutrient dynamics and phytoplankton production in summer in the central strait of Georgia publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps161173 – volume: 36 start-page: 1793 year: 1991 ident: B75 article-title: The case for iron publication-title: Limnol. Oceanogr. doi: 10.4319/lo.1991.36.8.1793 – volume: 123 start-page: 22 year: 2018 ident: B46 article-title: Geostatistical analysis of mesoscale spatial variability and error in SeaWiFS and MODIS/Aqua global ocean color data publication-title: J. Geophysical Research: Oceans doi: 10.1002/2017JC013023 – volume: 15 start-page: 161 year: 1993 ident: B99 article-title: Simulated annual plankton production in the northeastern pacific coastal upwelling domain publication-title: J. Plankton Res. doi: 10.1093/plankt/15.2.161 – volume: 20 start-page: n/a year: 2006 ident: B62 article-title: Wintertime phytoplankton bloom in the subarctic pacific supported by continental margin iron publication-title: Global Biogeochem. Cycles doi: 10.1029/2005GB002557 – volume: 77 start-page: 644 year: 2020 ident: B63 article-title: Loss of spawning habitat and prerecruits of pacific cod during a gulf of Alaska heatwave publication-title: Can. J. Fish. Aquat. Sci. doi: 10.1139/cjfas-2019-0238 – volume: 82 start-page: 19 year: 2009 ident: B77 article-title: Chlorophyll distribution in a temperate estuary: The strait of Georgia and Juan de fuca strait publication-title: Estuarine Coast. Shelf Sci. doi: 10.1016/j.ecss.2008.12.022 – volume: 393 start-page: 185 year: 2009 ident: B110 article-title: Marine ecosystems, climate and phenology: introduction publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps08382 – volume: 39 start-page: L15603 year: 2012 ident: B18 article-title: Influence of the pacific decadal oscillation on phytoplankton phenology and community structure in the western north pacific publication-title: Geophysical Res. Lett. doi: 10.1029/2012GL052912 – volume: 6 start-page: 1042 year: 2016 ident: B28 article-title: Multi-year persistence of the 2014/15 north pacific marine heatwave publication-title: Nat. Clim. Change doi: 10.1038/nclimate3082 – volume: 36 start-page: 621 year: 2014 ident: B94 article-title: Plankton indicators and ocean observing systems: support to the marine ecosystem state assessment publication-title: J. Plankton Res. doi: 10.1093/plankt/fbu016 – volume: 44 start-page: 11,115 year: 2017 ident: B78 article-title: Mesoscale eddies control the timing of spring phytoplankton blooms: A case study in the Japan Sea publication-title: Geophysical Res. Lett. doi: 10.1002/2017GL074359 – volume: 107 start-page: 16571 year: 2010 ident: B97 article-title: Unveiling a phytoplankton hotspot at a narrow boundary between coastal and offshore waters publication-title: Proc. Natl. Acad. Sci. doi: 10.1073/pnas.1005638107 – volume: 59 start-page: 223 year: 2003 ident: B98 article-title: Using self-organizing maps to identify patterns in satellite imagery publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2003.07.006 – volume: 115 start-page: 6 year: 2013 ident: B2 article-title: ). hindcast of the timing of the spring phytoplankton bloom in the strait of Georgia 1968–2010 publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2013.05.026 – volume: 121 start-page: 2347 year: 2016 ident: B66 article-title: Patterns of the loop current system and regions of sea surface height variability in the eastern gulf of Mexico revealed by the self-organizing maps publication-title: J. Geophys. Res. Oceans doi: 10.1002/2015JC011493 – volume: 16 year: 2021 ident: B90 article-title: Zooplankton variability in the strait of Georgia, Canada, and relationships with the marine survivals of Chinook and coho salmon publication-title: PloS One doi: 10.1371/journal.pone.0245941 – volume: 24 start-page: 769 year: 2021 ident: B51 article-title: Evaluation of the operational chlorophyll-a product from global ocean colour sensors in the coastal waters, south-eastern Arabian Sea publication-title: Egyptian J. Remote Sens. Space Sci. doi: 10.1016/j.ejrs.2021.09.005 – volume: 64 start-page: 863 year: 2007 ident: B93 article-title: Biological oceanography and fisheries management: perspective after 10 years publication-title: ICES J. Mar. Sci. doi: 10.1093/icesjms/fsm072 – volume: 125 year: 2020 ident: B81 article-title: Springtime export of Arctic Sea ice influences phytoplankton production in the Greenland Sea publication-title: J. Geophys. Res. Oceans doi: 10.1029/2019JC015799 – volume: 51 start-page: 229 year: 2004 ident: B13 article-title: Satellite-measured seasonal and inter-annual chlorophyll variability in the northeast pacific and coastal gulf of Alaska publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/j.dsr2.2003.06.003 – volume-title: Self organizing maps - applications and novel algorithm design year: 2011 ident: B65 article-title: “A review of self-organizing map applications in meteorology and oceanography doi: 10.5772/13146 – volume: 78 start-page: 553 year: 1983 ident: B41 article-title: A method for comparing two hierarchical clusterings publication-title: J. Am. Stat. Assoc. doi: 10.1080/01621459.1983.10478008 – volume: 423 start-page: 398 year: 2003 ident: B92 article-title: Spring algal bloom and larval fish survival publication-title: Nature doi: 10.1038/423398b – volume: 108 start-page: 3024 year: 2003 ident: B30 article-title: Mesoscale variability of Sea-viewing wide field-of-view sensor (SeaWiFS) satellite ocean color: Global patterns and spatial scales publication-title: J. Geophysical Research: Oceans doi: 10.1029/2001JC000843 – volume: 77 start-page: 561 year: 2021 ident: B83 article-title: A review: iron and nutrient supply in the subarctic pacific and its impact on phytoplankton production publication-title: J. Oceanogr. doi: 10.1007/s10872-021-00606-5 – volume: 10 year: 2018 ident: B55 article-title: Applications of DINEOF to satellite-derived chlorophyll-a from a productive coastal region publication-title: Remote Sens. doi: 10.3390/rs10091449 – year: 2019 ident: B86 article-title: Interannual variability in primary production and shelf-offshore transport of nutrients along the northeast pacific ocean margin publication-title: Deep Sea Res. Part II: Topical Stud. Oceanogr. doi: 10.1016/j.dsr2.2019.104637 – volume: 119 start-page: 8438 year: 2014 ident: B39 article-title: Accuracy and precision in the calculation of phenology metrics publication-title: J. Geophysical Research: Oceans doi: 10.1002/2014JC010323 – volume: 155 start-page: 41 year: 2017 ident: B61 article-title: Ocean surface partitioning strategies using ocean colour remote sensing: A review publication-title: Prog. Oceanogr. doi: 10.1016/j.pocean.2017.05.013 – volume: 424 start-page: 285 year: 2011 ident: B10 article-title: Environmental control of the breeding success of rhinoceros auklets at triangle island, British Columbia publication-title: Mar. Ecol. Prog. Ser. doi: 10.3354/meps08950 – volume: 21 start-page: 90 year: 2008 ident: B54 article-title: Why is the northern end of the California current system so productive publication-title: Oceanography doi: 10.5670/oceanog.2008.07 – volume: 64 start-page: 515 year: 2019 ident: B88 article-title: Phytoplankton responses to the 2014–2016 warming anomaly in the northeast subarctic pacific ocean publication-title: Limnol. Oceanogr. doi: 10.1002/lno.11056 |
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