Articles | Volume 7-osr10
https://doi.org/10.5194/sp-7-osr10-9-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/sp-7-osr10-9-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Space-time variability of phytoplankton biomass, diversity and production over the last 27 years in the Mediterranean Sea
Consiglio Nazionale delle Ricerche, Istituto di Scienze Marine, Via Fosso del Cavaliere 100, 00133, Rome, Italy
Vittorio Ernesto Brando
Consiglio Nazionale delle Ricerche, Istituto di Scienze Marine, Via Fosso del Cavaliere 100, 00133, Rome, Italy
Annalisa Di Cicco
Consiglio Nazionale delle Ricerche, Istituto di Scienze Marine, Via Fosso del Cavaliere 100, 00133, Rome, Italy
Gianluca Volpe
Consiglio Nazionale delle Ricerche, Istituto di Scienze Marine, Via Fosso del Cavaliere 100, 00133, Rome, Italy
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Anna Teruzzi, Ali Aydogdu, Carolina Amadio, Emanuela Clementi, Simone Colella, Valeria Di Biagio, Massimiliano Drudi, Claudia Fanelli, Laura Feudale, Alessandro Grandi, Pietro Miraglio, Andrea Pisano, Jenny Pistoia, Marco Reale, Stefano Salon, Gianluca Volpe, and Gianpiero Cossarini
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In marine ecosystems, primary production is the process by which organisms create organic matter, supporting marine life, carbon storage and fisheries. We tracked spatial and temporal changes in primary production across the Mediterranean Sea by combining four datasets from satellites and models, including global and regional estimates, identifying areas affected by larger discrepancies among estimates. We found a small but significant decrease in basin-wide primary production since 1999.
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Qualcosa del genere potrebbe andare?: As part of the Traversing European Coastlines research program, the HyperBOOST (Hyperspectral Bio-Optical Observations Sailing on Tara) team collected an unprecedented dataset of optical and biogeochemical measurements during the Tara Europa Expedition. Covering diverse European coastal environments, this resource will improve satellite observations, support the development of new bio-optical models, and advance research on coastal marine ecosystems.
Jaime Pitarch and Vittorio Ernesto Brando
Earth Syst. Sci. Data, 17, 435–460, https://doi.org/10.5194/essd-17-435-2025, https://doi.org/10.5194/essd-17-435-2025, 2025
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This research presents a comprehensive synthetic dataset of bio-optical properties and radiometric quantities in the optical domain, resolved for all sun-view angular combinations, from ultraviolet to visible light, that provide aid in the development of satellite algorithms, including directional problems. The dataset will significantly enhance research on light behavior in water and support future hyperspectral missions. It has been made publicly available on Zenodo.
Anna Teruzzi, Ali Aydogdu, Carolina Amadio, Emanuela Clementi, Simone Colella, Valeria Di Biagio, Massimiliano Drudi, Claudia Fanelli, Laura Feudale, Alessandro Grandi, Pietro Miraglio, Andrea Pisano, Jenny Pistoia, Marco Reale, Stefano Salon, Gianluca Volpe, and Gianpiero Cossarini
State Planet, 4-osr8, 15, https://doi.org/10.5194/sp-4-osr8-15-2024, https://doi.org/10.5194/sp-4-osr8-15-2024, 2024
Short summary
Short summary
A noticeable cold spell occurred in Eastern Europe at the beginning of 2022 and was the main driver of intense deep-water formation and the associated transport of nutrients to the surface. Southeast of Crete, the availability of both light and nutrients in the surface layer stimulated an anomalous phytoplankton bloom. In the area, chlorophyll concentration (a proxy for bloom intensity) and primary production were considerably higher than usual, suggesting possible impacts on fishery catches.
André Valente, Shubha Sathyendranath, Vanda Brotas, Steve Groom, Michael Grant, Thomas Jackson, Andrei Chuprin, Malcolm Taberner, Ruth Airs, David Antoine, Robert Arnone, William M. Balch, Kathryn Barker, Ray Barlow, Simon Bélanger, Jean-François Berthon, Şükrü Beşiktepe, Yngve Borsheim, Astrid Bracher, Vittorio Brando, Robert J. W. Brewin, Elisabetta Canuti, Francisco P. Chavez, Andrés Cianca, Hervé Claustre, Lesley Clementson, Richard Crout, Afonso Ferreira, Scott Freeman, Robert Frouin, Carlos García-Soto, Stuart W. Gibb, Ralf Goericke, Richard Gould, Nathalie Guillocheau, Stanford B. Hooker, Chuamin Hu, Mati Kahru, Milton Kampel, Holger Klein, Susanne Kratzer, Raphael Kudela, Jesus Ledesma, Steven Lohrenz, Hubert Loisel, Antonio Mannino, Victor Martinez-Vicente, Patricia Matrai, David McKee, Brian G. Mitchell, Tiffany Moisan, Enrique Montes, Frank Muller-Karger, Aimee Neeley, Michael Novak, Leonie O'Dowd, Michael Ondrusek, Trevor Platt, Alex J. Poulton, Michel Repecaud, Rüdiger Röttgers, Thomas Schroeder, Timothy Smyth, Denise Smythe-Wright, Heidi M. Sosik, Crystal Thomas, Rob Thomas, Gavin Tilstone, Andreia Tracana, Michael Twardowski, Vincenzo Vellucci, Kenneth Voss, Jeremy Werdell, Marcel Wernand, Bozena Wojtasiewicz, Simon Wright, and Giuseppe Zibordi
Earth Syst. Sci. Data, 14, 5737–5770, https://doi.org/10.5194/essd-14-5737-2022, https://doi.org/10.5194/essd-14-5737-2022, 2022
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A compiled set of in situ data is vital to evaluate the quality of ocean-colour satellite data records. Here we describe the global compilation of bio-optical in situ data (spanning from 1997 to 2021) used for the validation of the ocean-colour products from the ESA Ocean Colour Climate Change Initiative (OC-CCI). The compilation merges and harmonizes several in situ data sources into a simple format that could be used directly for the evaluation of satellite-derived ocean-colour data.
Cited articles
Antoine, D. and Morel, A.: Oceanic primary production: 1. Adaptation of a spectral light‐photosynthesis model in view of application to satellite chlorophyll observations, Global Biogeochem. Cy., 10, 43–55, 1996.
Arteaga, L. A., Boss, E., Behrenfeld, M. J., Westberry, T. K., and Sarmiento, J. L.: Seasonal modulation of phytoplankton biomass in the Southern Ocean, Nat. Commun., 11, 5364, https://doi.org/10.1038/s41467-020-19157-2, 2020.
Basterretxea, G., Font-Muñoz, J. S., Salgado-Hernanz, P. M., Arrieta, J., and Hernández Carrasco, I.: Patterns of chlorophyll interannual variability in Mediterranean biogeographical regions, Remote Sens. Environ., 215, 7–17, https://doi.org/10.1016/j.rse.2018.05.027, 2018.
Behrenfeld, M. J. and Boss, E. S.: Resurrecting the ecological underpinnings of ocean plankton blooms, Annu. Rev. Mar. Sci., 6, 167–194, https://doi.org/10.1146/annurev-marine-052913-021325, 2014.
Behrenfeld, M. J. and Falkowski, P. G.: Photosynthetic rates derived from satellite-based chlorophyll concentration, Limnol. Oceanogr., 42, 1–20, https://doi.org/10.4319/lo.1997.42.1.0001, 1997.
Behrenfeld, M. J., Boss, E., Siegel, D. A., and Shea, D. M.: Carbon‐based ocean productivity and phytoplankton physiology from space, Global Biogeochem. Cy., 19, https://doi.org/10.1029/2004GB002299, 2005.
Behrenfeld, M. J., O'Malley, R. T., Siegel, D. A., McClain, C. R., Sarmiento, J. L., Feldman, G. C., Milligan, A. J., Falkowski, P. G., Letelier, R. M., and Boss, E. S.: Climate-driven trends in contemporary ocean productivity, Nature, 444, 752–755, https://doi.org/10.1038/nature05317, 2006.
Bellacicco, M., Volpe, G., Colella, S., Pitarch, J., and Santoleri, R.: Influence of photoacclimation on the phytoplankton seasonal cycle in the Mediterranean Sea as seen by satellite, Remote Sens. Environ., 184, 595–604, https://doi.org/10.1016/j.rse.2016.08.004, 2016.
Bethoux, J. P., Gentili, B., Morin, P., Nicolas, E., Pierre, C., and Ruiz-Pino, D.: The Mediterranean Sea: a miniature ocean for climatic and environmental studies and a key for the climatic functioning of the North Atlantic, Prog. Oceanogr., 44, 131–146, https://doi.org/10.1016/S0079-6611(99)00023-3, 1999.
Bonanno, A., Placenti, F., Basilone, G., Mifsud, R., Genovese, S., Patti, B., Di Bitetto, M., Aronica, S., Barra, M., Giacalone, G., Ferreri, R., Fontana, I., Buscaino, G., Tranchida, G., Quinci, E., and Mazzola, S.: Variability of water mass properties in the Strait of Sicily in summer period of 1998–2013, Ocean Sci., 10, 759–770, https://doi.org/10.5194/os-10-759-2014, 2014.
Borja, A., Elliott, M., Andersen, J. H., Cardoso, A. C., Carstensen, J., Ferreira, J. G., Heiskanen, A.-S., Marques, J. C., Neto, J. M., Teixeira, H., Uusitalo, L., Uyarra, M. C., and Zampoukas, N.: Good environmental status of marine ecosystems: what is it and how do we know when we have attained it?, Mar. Pollut. Bull., 76, 16–27, https://doi.org/10.1016/j.marpolbul.2013.08.042, 2013.
Bosc, E., Bricaud, A., and Antoine, D.: Seasonal and interannual variability in algal biomass and primary production in the Mediterranean Sea, as derived from 4 years of SeaWiFS observations, Global Biogeochem. Cy., 18, https://doi.org/10.1029/2003GB002034, 2004.
Boyce, D. G., Lewis, M. R., and Worm, B.: Global phytoplankton decline over the past century, Nature, 466, 591–596, https://doi.org/10.1038/nature09268, 2010.
Brando, V. E., Braga, F., Zaggia, L., Giardino, C., Bresciani, M., Matta, E., Bellafiore, D., Ferrarin, C., Maicu, F., Benetazzo, A., Bonaldo, D., Falcieri, F. M., Coluccelli, A., Russo, A., and Carniel, S.: High-resolution satellite turbidity and sea surface temperature observations of river plume interactions during a significant flood event, Ocean Sci., 11, 909–920, https://doi.org/10.5194/os-11-909-2015, 2015.
Brando, V. E., Santoleri, R., Colella, S., Volpe, G., Di Cicco, A., Sammartino, M., González Vilas, L., Lapucci, C., Böhm, E., Zoffoli, M. L., Cesarini, C., Forneris, V., La Padula, F., Mangin, A., Jutard, Q., Bretagnon, M., Bryère, P., Demaria, J., Calton, B., Netting, J., Sathyendranath, S., D’Alimonte, D., Kajiyama, T., Van der Zande, D., Vanhellemont, Q., Stelzer, K., Böttcher, M., and Lebreton, C.: Overview of Operational Global and Regional Ocean Colour Essential Ocean Variables Within the Copernicus Marine Service, Remote Sens., 16, 4588, https://doi.org/10.3390/rs16234588, 2024.
Bricaud, A., Morel, A., Babin, M., Allali, K., and Claustre, H.: Variations of light absorption by suspended particles with chlorophyll a concentration in oceanic (case 1) waters: Analysis and implications for bio-optical models, J. Geophys. Res., 103, 31033–31044, https://doi.org/10.1029/98JC02712, 1998.
Chisholm, S. W.: Phytoplankton Size, in: Primary Productivity and Biogeochemical Cycles in the Sea, edited by: Falkowski, P. G., Woodhead, A. D., and Vivirito, K., Environmental Science Research, vol. 43, Springer, Boston, MA, https://doi.org/10.1007/978-1-4899-0762-2_12, 1992.
Ciancia, E., Lacava, T., Pergola, N., Vellucci, V., Antoine, D., Satriano, V., and Tramutoli, V.: Quantifying the Variability of Phytoplankton Blooms in the NW Mediterranean Sea with the Robust Satellite Techniques (RST), Remote Sens., 13, 5151, https://doi.org/10.3390/rs13245151, 2021.
Colella, S., Falcini, F., Rinaldi, E., Sammartino, M., and Santoleri, R.: Mediterranean ocean colour chlorophyll trends, PloS one, 11, e0155756, https://doi.org/10.1371/journal.pone.0155756, 2016.
Colella, S., Brando, V. E., Cicco, A. D., D'Alimonte, D., Forneris, V., and Bracaglia, M.: EU Copernicus Marine Service Product, Quality Information Document for Mediterranean Sea, Bio-Geo-Chemical, L4, monthly means, daily gapfree and climatology Satellite Observations (1997–ongoing), OCEANCOLOUR_MED_BGC_L4_MY_009_144, Issue 4.1, Mercator Ocean International, https://documentation.marine.copernicus.eu/QUID/CMEMS-OC-QUID-009-141to144-151to154.pdf (last access: 10 September 2026), 2025.
Colella, S., Böhm, E., Cesarini, C., Jutard, Q., and Brando, V. E.: EU Copernicus Marine Service Product, Product User Manual for Mediterranean Sea, Bio-Geo-Chemical, L4, monthly means, daily gapfree and climatology Satellite Observations (1997–ongoing), OCEANCOLOUR_MED_BGC_L4_MY_009_144, Issue 5.0, Mercator Ocean International, https://documentation.marine.copernicus.eu/PUM/CMEMS-OC-PUM.pdf (last access: 10 September 2026), 2026.
Cossarini, G., Bretagnon, M., Di Biagio, V., Fanton d'Andon, O., Garnesson, P., Mangin, A., and Solidoro, C.: Primary production, in: Copernicus Marine Service Ocean State Report, Issue 4, J. Oper. Oceanogr., 13, S16, https://doi.org/10.1080/1755876X.2020.1785097, 2020.
de Boyer Montégut, C., Madec G., Fischer A. S., Lazar A., and Iudicone D.: Mixed layer depth over the global ocean: An examination of profile data and a profile-based climatology, J. Geophys. Res.-Oceans, 109, C12003, https://doi.org/10.1029/2004JC002378, 2004.
Di Cicco, A., Sammartino, M., Marullo, S., and Santoleri, R.: Regional Empirical Algorithms for an Improved Identification of Phytoplankton Functional Types and Size Classes in the Mediterranean Sea Using Satellite Data, Front. Mar. Sci., 4, 126, https://doi.org/10.3389/fmars.2017.00126, 2017.
Di Cicco, A., Sammartino, M., Brando, V. E., Artuso, F., Lai, A., Giardina, I., Volpe, G., Palamara, G. M., Lapucci, C., and Colella, S.: Ocean Colour Estimates of Phytoplankton Diversity in the Mediterranean Sea: Update of the Operational Regional Algorithms Within the Copernicus Marine Service, Remote Sens., 17, 3586, https://doi.org/10.3390/rs17213586, 2025.
Doney, S. C., Ruckelshaus, M., Duffy, J. E., Barry, J. P., Chan, F., English, C. A., Galindo, H. M., Grebmeier, J. M., Hollowed, A. B., Knowlton, N., Polovina, J., Rabalais, N. N., Sydeman, W. J., and Talley, L. D.: Climate change impacts on marine ecosystems, Annu. Rev. Mar. Sci., 4, 11–37, https://doi.org/10.1146/annurev-marine-041911-111611, 2012.
D'Ortenzio, F. and Ribera d'Alcalà, M.: On the trophic regimes of the Mediterranean Sea: a satellite analysis, Biogeosciences, 6, 139–148, https://doi.org/10.5194/bg-6-139-2009, 2009.
Enriquez-Alonso, A., Sanchez-Lorenzo, A., Calbó, J., González, J. A., and Norris, J.: Cloud cover climatologies in the Mediterranean obtained from satellites, surface observations, reanalyses, and CMIP5 simulations: validation and future scenarios, Clim. Dyn., 47, 249–269, https://doi.org/10.1007/s00382-015-2834-4, 2016.
Escudier, R., Clementi, E., Nigam, T., Aydogdu, A., Fini, E., Pistoia, J., Grandi, A., and Miraglio, P.: EU Copernicus Marine Service Product, Quality Information Document for Mediterranean Sea Physics Reanalysis, MEDSEA_MULTIYEAR_PHY_006_004, Issue 2.4, Mercator Ocean International, https://documentation.marine.copernicus.eu/QUID/CMEMS-MED-QUID-006-004.pdf (last access: 10 September 2026), 2025.
EU Copernicus Marine Service Product: Mediterranean Sea – High Resolution L4 Sea Surface Temperature Reprocessed, Mercator Ocean International [data set], https://doi.org/10.48670/moi-00173, 2024a.
EU Copernicus Marine Service Product: Mediterranean Sea Surface Temperature time series and trend from Observations Reprocessing, Mercator Ocean International [OMI], https://doi.org/10.48670/moi-00268, 2024b.
EU Copernicus Marine Service Product: Mediterranean Sea Chlorophyll-a time series and trend from Observations Reprocessing, Mercator Ocean International [OMI], https://doi.org/10.48670/moi-00259, 2024c.
EU Copernicus Marine Service Product: Mediterranean Sea, Bio-Geo-Chemical, L4, monthly means, daily gapfree and climatology Satellite Observations (1997–ongoing), Mercator Ocean International [data set], https://doi.org/10.48670/moi-00300, 2025a.
EU Copernicus Marine Service Product: Mediterranean Sea Physics Reanalysis, Mercator Ocean International [data set], https://doi.org/10.48670/mds-00375, 2025b.
Finkel, Z. V., Beardall, J., Flynn, K. J., Quigg, A., Rees, T. A. V., and Raven, J. A.: Phytoplankton in a changing world: cell size and elemental stoichiometry, J. Plankton Res., 32, 119–137, https://doi.org/10.1093/plankt/fbp098, 2010.
Gascard, J. C. and Richez, C.: Water Masses and Circulation in the Western Alboran Sea and in the Straits of Gibraltar, Prog. Oceanogr., 15, 157–216, https://doi.org/10.1016/0079-6611(85)90031-X, 1985.
Gregg, W. W. and Casey, N. W.: Skill assessment of a spectral ocean–atmosphere radiative model, J. Marine Syst., 76, 49–63, 2009.
Halpern, B. S., Longo, C., Hardy, D., McLeod, K. L., Samhouri, J. F., Katona, S. K., Kleisner, K., Lester, S. E., O’Leary, J., Ranelletti, M., Rosenberg, A. A., Scarborough, C., Selig, E. R., Best, B. D., Brumbaugh, D. R., Chapin, F. S., Crowder, L. B., Daly, K. L., Doney, S. C., Elfes, C., Fogarty, M. J., Gaines, S. D., Jacobsen, K. I., Karrer, L. B., Leslie, H. M., Neeley, E., Pauly, D., Polasky, S., Ris, B., Martin, K. S., Stone, G. S., Sumaila, U. R., and Zeller D.: An index to assess the health and benefits of the global ocean, Nature, 488, 615–620, https://doi.org/10.1038/nature11397, 2012.
Halpern, B. S., Frazier, M., Potapenko, J., Casey, K. S., Koenig, K., Longo, C., Lowndes, J. S., Rockwood, R. C., Selig, E. R., Selkoe, K. A., and Walbridge, S.: Spatial and temporal changes in cumulative human impacts on the world's ocean, Nat. Commun., 6, 7615, https://doi.org/10.1038/ncomms8615, 2015.
Herrmann, M. and Somot, S.: Relevance of ERA40 dynamical downscaling for modeling deep convection in the Mediterranean Sea, Geophys. Res. Lett., 35, L04607, https://doi.org/10.1029/2007GL032442, 2008.
Hirata, T., Hardman-Mountford, N. J., Brewin, R. J. W., Aiken, J., Barlow, R., Suzuki, K., Isada, T., Howell, E., Hashioka, T., Noguchi-Aita, M., and Yamanaka, Y.: Synoptic relationships between surface Chlorophyll-a and diagnostic pigments specific to phytoplankton functional types, Biogeosciences, 8, 311–327, https://doi.org/10.5194/bg-8-311-2011, 2011.
Houze Jr., R. A.: Orographic effects on precipitating clouds, Rev. Geophys., 50, RG1001, https://doi.org/10.1029/2011RG000365, 2012.
IPCC: Climate Change 2021: The Physical Science Basis, Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, https://doi.org/10.1017/9781009157896, 2021.
Katlane, R., Nechad, B., Ruddick, K., and Zargouni, F.: Optical remote sensing of turbidity and total suspended matter in the Gulf of Gabes, Arab. J. Geosci., 6, 1527–1535, https://doi.org/10.1007/s12517-011-0438-9, 2013.
Kostadinov, T. S., Siegel, D. A., and Maritorena, S.: Global variability of phytoplankton functional types from space: assessment via the particle size distribution, Biogeosciences, 7, 3239–3257, https://doi.org/10.5194/bg-7-3239-2010, 2010.
Lazzari, P., Salon, S., Terzić, E., Gregg, W. W., D'Ortenzio, F., Vellucci, V., Organelli, E., and Antoine, D.: Assessment of the spectral downward irradiance at the surface of the Mediterranean Sea using the radiative Ocean-Atmosphere Spectral Irradiance Model (OASIM), Ocean Sci., 17, 675–697, https://doi.org/10.5194/os-17-675-2021, 2021.
Lecci, R., Drudi, M., Grandi, A., and Clementi, E.: EU Copernicus Marine Service Product, Product User Manual for Mediterranean Sea Physics Reanalysis, MEDSEA_MULTIYEAR_PHY_006_004, Issue 2.4, Mercator Ocean International, https://documentation.marine.copernicus.eu/PUM/CMEMS-MED-PUM-006-004.pdf (last access: 10 September 2026), 2025.
Lejeusne, C., Chevaldonné, P., Pergent-Martini, C., Boudouresque, C. F., and Pérez, T.: Climate change effects on a miniature ocean: the highly diverse, highly impacted Mediterranean Sea, Trend. Ecol. Evol., 25, 250–260, https://doi.org/10.1016/j.tree.2009.10.009, 2010.
Le Traon, P., Abadie, V., Ali, A., Behrens, A., Staneva, J., Hieronymi, M., and Krasemann, H.: The Copernicus Marine Service from 2015 to 2021: Six years of achievements, Mercat. Ocean. J, https://doi.org/10.48670/moi-cafr-n813, 2021.
Le Traon, P. Y., Reppucci, A., Alvarez Fanjul, E., Aouf, L., Behrens, A., Belmonte, M., Bentamy, A., Bertino, L., Brando, V. E., Kreiner, M. B., Benkiran, M., Carval, T., Ciliberti, S. A., Claustre, H., Clementi, E., Coppini, G., Cossarini, G., De Alfonso Alonso-Muñoyerro, M., Delamarche, A., Dibarboure, G., Dinessen, F., Drevillon, M., Drillet, Y., Faugere, Y., Fernández, V., Fleming, A., Garcia-Hermosa, M. I., Sotillo, M. G., Garric, G., Gasparin, F., Giordan, C., Gehlen, M., Gregoire, M. L., Guinehut, S., Hamon, M., Harris, C., Hernandez, F., Hinkler, J. B., Hoyer, J., Karvonen, J., Kay, S., King, R., Lavergne, T., Lemieux-Dudon, B., Lima, L., Mao, C., Martin, M. J., Masina, S., Melet, A., Buongiorno Nardelli, B., Nolan, G., Pascual, A., Pistoia, J., Palazov, A., Piolle, J. F., Pujol, M. I., Pequignet, A. C., Peneva, E., Pérez Gómez, B., Petit de la Villeon, L., Pinardi, N., Pisano, A., Pouliquen, S., Reid, R., Remy, E., Santoleri, R., Siddorn, J., She, J., Staneva, J., Stoffelen, A., Tonani, M., Vandenbulcke, L., von Schuckmann, K., Volpe, G., Wettre, C., and Zacharioudaki, A.: From Observation to Information and Users: The Copernicus Marine Service Perspective, Front. Mar. Sci., 6, 234, https://doi.org/10.3389/fmars.2019.00234, 2019.
Litchman, E. and Klausmeier, C. A.: Trait-based community ecology of phytoplankton, Annu. Rev. Ecol. Evol. S., 39, 615–639, https://doi.org/10.1146/annurev.ecolsys.39.110707.173549, 2008.
Malanotte-Rizzoli, P. and Robinson, A. R. (Eds.): Ocean Processes in Climate Dynamics: Global and Mediterranean Examples, NATO ASI Series, vol. 419. Springer, Dordrecht, https://doi.org/10.1007/978-94-011-0870-6_11, 1994.
Mantua, N. J. and Hare, S. R.: The Pacific Decadal Oscillation, J. Oceanogr., 58, 35–44, https://doi.org/10.1023/A:1015820616384, 2002.
Margalef, R.: Life-forms of phytoplankton as survival alternatives in an unstable environment, Oceanol. Acta, 1, 493–509, 1978.
Marshall, J. and Schott, F.: Open-ocean convection: Observations, theory, and models, Rev. Geophys., 37, 1–64, https://doi.org/10.1029/98RG02739, 1999.
Marty, J. C., Chiavérini, J., Pizay, M. D., and Avril, B.: Seasonal and interannual dynamics of nutrients and phytoplankton pigments in the western Mediterranean Sea at the DYFAMED time-series station (1991–1999). Deep-Sea Res. Pt. II, 49, 1965–1985, https://doi.org/10.1016/S0967-0645(02)00022-X, 2002.
Masoud, A. A.: On the Retrieval of the Water Quality Parameters from Sentinel-3/2 and Landsat-8 OLI in the Nile Delta's Coastal and Inland Waters, Water, 14, 593, https://doi.org/10.3390/w14040593, 2022.
Mayot, N., D'Ortenzio, F., Ribera d'Alcalà, M., Lavigne, H., and Claustre, H.: Interannual variability of the Mediterranean trophic regimes from ocean color satellites, Biogeosciences, 13, 1901–1917, https://doi.org/10.5194/bg-13-1901-2016, 2016.
MEDOC Group: Observation of formation of deep water in the Mediterranean Sea, 1969, Nature, 227, 1037–1040, https://doi.org/10.1038/2271037a0, 1970.
Mignot, A., Claustre, H., Uitz, J., Poteau, A., d'Ortenzio, F., and Xing, X.: Understanding the seasonal dynamics of the deep chlorophyll maximum in oligotrophic environments: A bio‐argo float investigation, Global Biogeochem. Cy., 28, 856–876, https://doi.org/10.1002/2013GB004781, 2014.
Millot, C.: Circulation in the Western Mediterranean Sea, J. Marine Syst., 20, 423–442, https://doi.org/10.1016/S0924-7963(98)00078-5, 1999.
Morel, A.: Light and marine photosynthesis: a spectral model with geochemical and climatological implications, Prog. Oceanogr., 26, 263–306, 1991.
Morel, A. and Berthon, J. F.: Surface pigments, algal biomass profiles, and potential production of the euphotic layer: Relationships reinvestigated in view of remote‐sensing applications, Limnol. Oceanogr., 34, 1545–1562, 1989
Morel, A., Antoine, D., Babin, M., and Dandonneau, Y.: Measured and modeled primary production in the northeast Atlantic (EUMELI JGOFS program): the impact of natural variations in photosynthetic parameters on model predictive skill, Deep-Sea Res. Pt. I, 43, 1273–1304, https://doi.org/10.1016/0967-0637(96)00059-3, 1996.
Morel, A., Antoine, D., and Gentili, B.: Bidirectional reflectance of oceanic waters: accounting for Raman emission and varying particle scattering phase function, Appl. Optics, 41, 6289–6306, https://doi.org/10.1364/AO.41.006289, 2002.
Muller-Karger, F. E., Miloslavich, P., Bax, N. J., Simmons, S., Costello, M. J., Sousa Pinto, I., Canonico, G., Turner, W., Gill, M., Montes, E., Best, B. D., Pearlman, J., Halpin, P., Dunn, D., Benson, A., Martin, C. S., Weatherdon, L. V., Appeltans, W., Provoost, P., Klein, E., Kelble, C. R., Miller, R. J., Chavez, F. P., Iken, K., Chiba, S., Obura, D., Navarro, L. M., Pereira, H. M., Allain, V., Batten, S., Benedetti-Checchi, L., Duffy, J. E., Kudela, R. M., Rebelo, L.-M., Shin, Y., and Geller, G.: Advancing Marine Biological Observations and Data Requirements of the Complementary Essential Ocean Variables (EOVs) and Essential Biodiversity Variables (EBVs) Frameworks, Front. Mar. Sci., 5, 211, https://doi.org/10.3389/fmars.2018.00211, 2018.
Nixon, S. W.: Replacing the Nile: are anthropogenic nutrients providing the fertility once brought to the Mediterranean by a great river?, AMBIO, 32, 30–39, https://doi.org/10.1579/0044-7447-32.1.30, 2003.
Penna, N., Capellacci, S., and Ricci, F.: The influence of the Po River discharge on phytoplankton bloom dynamics along the coastline of Pesaro (Italy) in the Adriatic Sea, Mar. Pollut. Bull., 48, 321–326, https://doi.org/10.1016/j.marpolbul.2003.08.007, 2004.
Piroddi, C., Teixeira, H., Lynam, C. P., Smith, C., Alvarez, M. C., Mazik, K. Andonegi, E., Churilova, T., Tedesco, L., Chifflet, M., Chust, G., Galparsoro, I., Garcia, A. C., Kämäri, M., Kryvenko, O., Lassalle, G., Neville, S., Niquil, N., Papadopoulou, N., Rossberg, A. G., Suslin, V., and Uyarra, M. C.: Using ecological models to assess ecosystem status in support of the European Marine Strategy Framework Directive, Ecol. Indic., 58, 175–191, https://doi.org/10.1016/j.ecolind.2015.05.037, 2015.
Pisano, A., Marullo, S., Artale, V., Falcini, F., Yang, C., Leonelli, F. E., Santoleri, R., and Buongiorno Nardelli, B.: New Evidence of Mediterranean Climate Change and Variability from Sea Surface Temperature Observations, Remote Sens., 12, 132, https://doi.org/10.3390/rs12010132, 2020.
Pisano, A., Fanelli, C., Cesarini, C., La Padula, F., and Buongiorno Nardelli, B.: EU Copernicus Marine Service Product, Quality Information Document for Mediterranean Sea – High Resolution L4 Sea Surface Temperature Reprocessed, SST_MED_SST_L4_REP_OBSERVATIONS_010_021, Issue 5.0, Mercator Ocean International, https://documentation.marine.copernicus.eu/QUID/CMEMS-OMI-QUID-MEDSEA-SST.pdf (last access: 10 September 2026), 2024a.
Pisano, A., Fanelli, C., Cesarini, C., La Padula, F., and Buongiorno Nardelli, B.: EU Copernicus Marine Service Product, Product User Manual for Mediterranean Sea – High Resolution L4 Sea Surface Temperature Reprocessed, SST_MED_SST_L4_REP_OBSERVATIONS_010_021, Issue 5.0, Mercator Ocean International, https://documentation.marine.copernicus.eu/PUM/CMEMS-SST-PUM-010-021-042.pdf (last access: 10 September 2026), 2024b.
Platt, T. G., Gallegos, C. L., and Harrison, W. G.: Photoinhibition of photosynthesis in natural assemblages of marine phytoplankton, J. Mar. Res., 38, https://elischolar.library.yale.edu/journal_of_marine_research/1525 (last access: 18 September 2026), 1980.
Polovina, J. J., Howell, E. A., and Abecassis, M.: Ocean's least productive waters are expanding, Geophys. Res. Lett., 35, L03618, https://doi.org/10.1029/2007GL031745, 2008.
Reale, M., Salon, S., Somot, S., Solidoro, C., Giorgi, F., Crise, A., Cossarini, G., Lazzari, P., and Sevault, F.: Influence of large-scale atmospheric circulation patterns on nutrient dynamics in the Mediterranean Sea in the extended winter season (October–March) 1961–1999, Clim. Res., 82, 117–136, https://doi.org/10.3354/cr01620, 2020.
Robinson, A. R. and Golnaraghi, M.: The Physical and Dynamical Oceanography of the Mediterranean Sea, in: Ocean Processes in Climate Dynamics: Global and Mediterranean Examples, edited by: Malanotte-Rizzoli, P. and Robinson, A. R., NATO ASI Series, vol. 419, Springer, Dordrecht, https://doi.org/10.1007/978-94-011-0870-6_12, 1994.
Sieburth, J. M., Smetacek, V., and Lenz, J.: Pelagic ecosystem structure: Heterotrophic compartments of the plankton and their relationship to plankton size fractions 1, Limnol. Oceanogr., 23, 1256–1263, https://doi.org/10.4319/lo.1978.23.6.1256, 1978.
Siokou-Frangou, I., Christaki, U., Mazzocchi, M. G., Montresor, M., Ribera d'Alcalá, M., Vaqué, D., and Zingone, A.: Plankton in the open Mediterranean Sea: a review, Biogeosciences, 7, 1543–1586, https://doi.org/10.5194/bg-7-1543-2010, 2010.
Struglia, M. V., Mariotti, A., and Filograsso, A.: River discharge into the Mediterranean Sea: Climatology and aspects of the observed variability, J. Climate, 17, 4740–4751, https://doi.org/10.1175/JCLI-3225.1, 2004.
Tanré, D., Herman, M., Deschamps, P. Y., and De Leffe, A.: Atmospheric modeling for space measurements of ground reflectances, including bidirectional properties, Appl. Optics, 18, 3587–3594, 1979.
Tilstone, G. H., Taylor, B. H., Blondeau-Patissier, D., Powell, T., Groom, S. B., Rees, A. P., and Lucas, M. I.: Comparison of new and primary production models using SeaWiFS data in contrasting hydrographic zones of the northern North Atlantic, Remote Sens. Environ., 156, 473–489, https://doi.org/10.1016/j.rse.2014.10.013, 2015.
Tyrlis, E. and Lelieveld, J.: Climatology and dynamics of the summer Etesian winds over the eastern Mediterranean, J. Atmos. Sci., 70, 3374–3396, https://doi.org/10.1175/JAS-D-13-035.1, 2013.
Uitz, J., Claustre, H., Morel, A., and Hooker, S. B.: Vertical distribution of phytoplankton communities in open ocean: An assessment based on surface chlorophyll, J. Geophys. Res.-Oceans, 111, C08005, https://doi.org/10.1029/2005JC003207, 2006.
Volpe, G., Santoleri, R., Vellucci, V., Ribera d'Alcalà, M., Marullo, S., and D'Ortenzio, F.: The Mediterranean ocean colour chlorophyll variability: Regionalization and mesoscale patterns, Remote Sens. Environ., 107, 625–638, https://doi.org/10.1016/j.rse.2006.10.017, 2007.
Volpe, G., Nardelli, B. B., Cipollini, P., Santoleri, R., and Robinson, I. S.: Seasonal to interannual phytoplankton response to physical processes in the Mediterranean Sea from satellite observations, Remote Sens. Environ., 117, 223–235, https://doi.org/10.1016/j.rse.2011.09.020, 2012.
Volpe, G., Colella, S., Brando, V. E., Forneris, V., La Padula, F., Di Cicco, A., Sammartino, M., Bracaglia, M., Artuso, F., and Santoleri, R.: Mediterranean ocean colour Level 3 operational multi-sensor processing, Ocean Sci., 15, 127–146, https://doi.org/10.5194/os-15-127-2019, 2019.
Ziv, B., Saaroni, H., and Alpert, P.: The factors governing the summer regime of the eastern Mediterranean, Int. J. Climatol., 24, 1859–1871, https://doi.org/10.1002/joc.1113, 2004.
Short summary
Phytoplankton dynamics in the Mediterranean Sea was investigated over the period 1998–2025 using a suite of Copernicus Marine Environment Monitoring Service satellite products. Two main processes control more than 80 % of total phytoplankton variability: the basin scale seasonal cycle (> 70 %) and the local spring bloom dynamics. The main factors controlling this space-time variability are the solar light annual cycle and cloud cover on one side and the water column dynamics on the other.
Phytoplankton dynamics in the Mediterranean Sea was investigated over the period 1998–2025 using...
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