Articles | Volume 20, issue 13
https://doi.org/10.5194/bg-20-2727-2023
https://doi.org/10.5194/bg-20-2727-2023
Research article
 | 
12 Jul 2023
Research article |  | 12 Jul 2023

Revisiting and attributing the global controls over terrestrial ecosystem functions of climate and plant traits at FLUXNET sites via causal graphical models

Haiyang Shi, Geping Luo, Olaf Hellwich, Alishir Kurban, Philippe De Maeyer, and Tim Van de Voorde

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Cited articles

Anderegg, W. R., Trugman, A. T., Bowling, D. R., Salvucci, G., and Tuttle, S. E.: Plant functional traits and climate influence drought intensification and land–atmosphere feedbacks, P. Natl. Acad. Sci. USA, 116, 14071–14076, 2019. 
Bairey, E., Kelsic, E. D., and Kishony, R.: High-order species interactions shape ecosystem diversity, Nat. Commun., 7, 1–7, https://doi.org/10.1038/ncomms12285, 2016. 
Baldocchi, D.: Measuring fluxes of trace gases and energy between ecosystems and the atmosphere–the state and future of the eddy covariance method, Glob. Change Biol., 20, 3600–3609, 2014. 
Barnes, M. L., Farella, M. M., Scott, R. L., Moore, D. J. P., Ponce-Campos, G. E., Biederman, J. A., MacBean, N., Litvak, M. E., and Breshears, D. D.: Improved dryland carbon flux predictions with explicit consideration of water-carbon coupling, Commun. Earth Environ., 2, 1–9, https://doi.org/10.1038/s43247-021-00308-2, 2021. 
Borchert, R., Calle, Z., Strahler, A. H., Baertschi, A., Magill, R. E., Broadhead, J. S., Kamau, J., Njoroge, J., and Muthuri, C.: Insolation and photoperiodic control of tree development near the equator, New Phytol., 205, 7–13, 2015. 
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Short summary
In studies on the relationship between ecosystem functions and climate and plant traits, previously used data-driven methods such as multiple regression and random forest may be inadequate for representing causality due to limitations such as covariance between variables. Based on FLUXNET site data, we used a causal graphical model to revisit the control of climate and vegetation traits over ecosystem functions.
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