IDEAS home Printed from https://ideas.repec.org/a/eee/ecomod/v306y2015icp57-66.html
   My bibliography  Save this article

Bayesian optimization of a light use efficiency model for the estimation of daily gross primary productivity in a range of Italian forest ecosystems

Author

Listed:
  • Bagnara, Maurizio
  • Sottocornola, Matteo
  • Cescatti, Alessandro
  • Minerbi, Stefano
  • Montagnani, Leonardo
  • Gianelle, Damiano
  • Magnani, Federico

Abstract

In this study we applied a modified version of Prelued, a simple semi-empirical light use efficiency (LUE) model, to eight eddy-covariance Italian sites. Since this model has been successfully applied mainly to coniferous forests located at northern latitudes, in our study we aimed to test its generality, by comparing Prelued's outputs in coniferous, broadleaf forests and in a Mediterranean macchia, at different climatic and environmental conditions. The model was calibrated for daily gross primary production (GPP) observed over one year in each flux site and validated for another year. The model uncertainties on both GPP and model parameters were estimated, applying a Bayesian calibration based on a multiple chains Markov Chain Monte Carlo sampling.

Suggested Citation

  • Bagnara, Maurizio & Sottocornola, Matteo & Cescatti, Alessandro & Minerbi, Stefano & Montagnani, Leonardo & Gianelle, Damiano & Magnani, Federico, 2015. "Bayesian optimization of a light use efficiency model for the estimation of daily gross primary productivity in a range of Italian forest ecosystems," Ecological Modelling, Elsevier, vol. 306(C), pages 57-66.
  • Handle: RePEc:eee:ecomod:v:306:y:2015:i:c:p:57-66
    DOI: 10.1016/j.ecolmodel.2014.09.021
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304380014004451
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ecolmodel.2014.09.021?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Xenakis, Georgios & Ray, Duncan & Mencuccini, Maurizio, 2008. "Sensitivity and uncertainty analysis from a coupled 3-PG and soil organic matter decomposition model," Ecological Modelling, Elsevier, vol. 219(1), pages 1-16.
    2. Ben D. MacArthur & Richard O. C. Oreffo, 2005. "Bridging the gap," Nature, Nature, vol. 433(7021), pages 19-19, January.
    3. Mo, Xingguo & Chen, Jing M. & Ju, Weimin & Black, T. Andrew, 2008. "Optimization of ecosystem model parameters through assimilating eddy covariance flux data with an ensemble Kalman filter," Ecological Modelling, Elsevier, vol. 217(1), pages 157-173.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bagnara, Maurizio & Van Oijen, Marcel & Cameron, David & Gianelle, Damiano & Magnani, Federico & Sottocornola, Matteo, 2018. "Bayesian calibration of simple forest models with multiplicative mathematical structure: A case study with two Light Use Efficiency models in an alpine forest," Ecological Modelling, Elsevier, vol. 371(C), pages 90-100.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bagnara, Maurizio & Van Oijen, Marcel & Cameron, David & Gianelle, Damiano & Magnani, Federico & Sottocornola, Matteo, 2018. "Bayesian calibration of simple forest models with multiplicative mathematical structure: A case study with two Light Use Efficiency models in an alpine forest," Ecological Modelling, Elsevier, vol. 371(C), pages 90-100.
    2. Juston, John & Andrén, Olof & Kätterer, Thomas & Jansson, Per-Erik, 2010. "Uncertainty analyses for calibrating a soil carbon balance model to agricultural field trial data in Sweden and Kenya," Ecological Modelling, Elsevier, vol. 221(16), pages 1880-1888.
    3. Yousefpour, Rasoul & You, Bin & Hanewinkel, Marc, 2019. "Simulation of extreme storm effects on regional forest soil carbon stock," Ecological Modelling, Elsevier, vol. 399(C), pages 39-53.
    4. Ercan Tomakin, 2014. "Teaching English Tenses (grammar) in the Turkish Texts; A Case of Simple Present Tense: Is?l Maketi Iter," International Journal of Learning and Development, Macrothink Institute, vol. 4(1), pages 115-131, March.
    5. Peter Viggo Jakobsen, 2009. "Small States, Big Influence: The Overlooked Nordic Influence on the Civilian ESDP," Journal of Common Market Studies, Wiley Blackwell, vol. 47(1), pages 81-102, January.
    6. Grace Kite, 2014. "Linked in? Software and Information Technology Services in India’s Economic Development," Journal of South Asian Development, , vol. 9(2), pages 99-119, August.
    7. Spyros Arvanitis & Ursina Kubli & Martin Woerter, 2006. "University-Industry Knowledge Interaction in Switzerland: What University Scientists Think about Co-operation with Private Enterprises," KOF Working papers 06-132, KOF Swiss Economic Institute, ETH Zurich.
    8. Falco, Paolo & Zaccagni, Sarah, 2020. "Promoting social distancing in a pandemic: Beyond the good intentions," OSF Preprints a2nys, Center for Open Science.
    9. Stylos, Nikolaos & Vassiliadis, Chris A. & Bellou, Victoria & Andronikidis, Andreas, 2016. "Destination images, holistic images and personal normative beliefs: Predictors of intention to revisit a destination," Tourism Management, Elsevier, vol. 53(C), pages 40-60.
    10. Anesi, Vincent, 2012. "Secessionism and minority protection in an uncertain world," Journal of Public Economics, Elsevier, vol. 96(1), pages 53-61.
    11. Anesi, Vincent, 2012. "Secessionism and minority protection in an uncertain world," Journal of Public Economics, Elsevier, vol. 96(1), pages 53-61.
    12. Deribe Assefa Aga & N. Noorderhaven & B. Vallejo, 2018. "Project beneficiary participation and behavioural intentions promoting project sustainability: The mediating role of psychological ownership," Development Policy Review, Overseas Development Institute, vol. 36(5), pages 527-546, September.
    13. Whyte, Sarah & Cartmill, Carrie & Gardezi, Fauzia & Reznick, Richard & Orser, Beverley A. & Doran, Diane & Lingard, Lorelei, 2009. "Uptake of a team briefing in the operating theatre: A Burkean dramatistic analysis," Social Science & Medicine, Elsevier, vol. 69(12), pages 1757-1766, December.
    14. Alistair Ross, 2018. "Young Europeans: A New Political Generation?," Societies, MDPI, vol. 8(3), pages 1-24, August.
    15. Ori Haimanko & Michel Breton & Shlomo Weber, 2007. "The stability threshold and two facets of polarization," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 30(3), pages 415-430, March.
    16. Joan Esteban & Sabine Flamand & Massimo Morelli & Dominic Rohner, 2018. "A Dynamic Theory of Secession," CESifo Working Paper Series 7257, CESifo.
    17. Manel Jmal Derbel & Mohamed Ali Boujelbene, 2015. "La Conformite Comptabilite-Fiscalite Et La Gestion Des Resultats : Cas Des Entreprises Tunisiennes," Post-Print hal-01188533, HAL.
    18. Stephan Klasen & Janneke Pieters, 2015. "What Explains the Stagnation of Female Labor Force Participation in Urban India?," The World Bank Economic Review, World Bank, vol. 29(3), pages 449-478.
    19. Nenonen, Suvi & Storbacka, Kaj, 2013. "Finding market focus for solution business development," jbm - Journal of Business Market Management, Free University Berlin, Marketing Department, vol. 6(3), pages 123-142.
    20. Colatat, Phech, 2015. "An organizational perspective to funding science: Collaborator novelty at DARPA," Research Policy, Elsevier, vol. 44(4), pages 874-887.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecomod:v:306:y:2015:i:c:p:57-66. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/ecological-modelling .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.