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Embedding ecological knowledge into artificial neural network training: A marine phytoplankton primary production model case study

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  • Mattei, F.
  • Scardi, M.

Abstract

Enhancing the understanding of marine phytoplankton primary production is paramount due to the relationships with oceanic food webs, energy fluxes, carbon cycle and Earth's climate.

Suggested Citation

  • Mattei, F. & Scardi, M., 2020. "Embedding ecological knowledge into artificial neural network training: A marine phytoplankton primary production model case study," Ecological Modelling, Elsevier, vol. 421(C).
    • Handle: RePEc:eee:ecomod:v:421:y:2020:i:c:s0304380020300570
    DOI: 10.1016/j.ecolmodel.2020.108985
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    References listed on IDEAS

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    1. Costanza, Robert, 1999. "The ecological, economic, and social importance of the oceans," Ecological Economics, Elsevier, vol. 31(2), pages 199-213, November.
    2. Buonocore, Elvira & Picone, Flavio & Donnarumma, Luigia & Russo, Giovanni F. & Franzese, Pier Paolo, 2019. "Modeling matter and energy flows in marine ecosystems using emergy and eco-exergy methods to account for natural capital value," Ecological Modelling, Elsevier, vol. 392(C), pages 137-146.
    3. Michael J. Behrenfeld & Robert T. O’Malley & David A. Siegel & Charles R. McClain & Jorge L. Sarmiento & Gene C. Feldman & Allen J. Milligan & Paul G. Falkowski & Ricardo M. Letelier & Emmanuel S. Bos, 2006. "Climate-driven trends in contemporary ocean productivity," Nature, Nature, vol. 444(7120), pages 752-755, December.
    4. M. Barange & G. Merino & J. L. Blanchard & J. Scholtens & J. Harle & E. H. Allison & J. I. Allen & J. Holt & S. Jennings, 2014. "Impacts of climate change on marine ecosystem production in societies dependent on fisheries," Nature Climate Change, Nature, vol. 4(3), pages 211-216, March.
    5. Mattei, F. & Franceschini, S. & Scardi, M., 2018. "A depth-resolved artificial neural network model of marine phytoplankton primary production," Ecological Modelling, Elsevier, vol. 382(C), pages 51-62.
    6. Franzese, Pier Paolo & Buonocore, Elvira & Donnarumma, Luigia & Russo, Giovanni F., 2017. "Natural capital accounting in marine protected areas: The case of the Islands of Ventotene and S. Stefano (Central Italy)," Ecological Modelling, Elsevier, vol. 360(C), pages 290-299.
    7. Kildow, J.T. & McIlgorm, A., 2010. "The importance of estimating the contribution of the oceans to national economies," Marine Policy, Elsevier, vol. 34(3), pages 367-374, May.
    8. Michael J. Behrenfeld & Robert T. O’Malley & Emmanuel S. Boss & Toby K. Westberry & Jason R. Graff & Kimberly H. Halsey & Allen J. Milligan & David A. Siegel & Matthew B. Brown, 2016. "Revaluating ocean warming impacts on global phytoplankton," Nature Climate Change, Nature, vol. 6(3), pages 323-330, March.
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    Cited by:

    1. Mattei, F. & Buonocore, E. & Franzese, P.P. & Scardi, M., 2021. "Global assessment of marine phytoplankton primary production: Integrating machine learning and environmental accounting models," Ecological Modelling, Elsevier, vol. 451(C).
    2. Sanaz Honarmand Ebrahimi & Marinus Ossewaarde & Ariana Need, 2021. "Smart Fishery: A Systematic Review and Research Agenda for Sustainable Fisheries in the Age of AI," Sustainability, MDPI, vol. 13(11), pages 1-20, May.

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