Semi-Empirical Modeling of Abiotic and Biotic Factors Controlling Ecosystem Respiration Across Eddy Covariance Sites
Abstract
In this study we examined ecosystem respiration (RECO) data from 104 sites belonging to
FLUXNET, the global network of eddy covariance flux measurements. The goal was to identify
the main factors involved in the variability of RECO: temporally and between sites as affected by
climate, vegetation structure and plant functional type (PFT) (evergreen needleleaf, grasslands,
etc.).
We demonstrated that a model using only climate drivers as predictors of RECO failed to
describe part of the temporal variability in the data and that the dependency on gross primary
production (GPP) needed to be included as an additional driver of RECO. The maximum seasonal
leaf area index (LAIMAX) had an additional effect that explained the spatial variability of
reference respiration (the respiration at reference temperature Tref=15°C, without stimulation
introduced by photosynthetic activity and without water limitations), with a statistically
significant linear relationship (r2=0.52, p<0.001, n=104) even within each PFT. Besides LAIMAX,
we found that reference respiration may be explained partially by total soil carbon content
(SoilC). For undisturbed temperate and boreal forest a negative control of total nitrogen
deposition (Ndepo) on reference respiration was also identified.
We developed a new semi-empirical model incorporating abiotic factors (climate), recent
productivity (daily GPP), general site productivity and canopy structure (LAIMAX) which
performed well in predicting the spatio-temporal variability of RECO, explaining >70% of the
variance for most vegetation types. Exceptions include tropical and Mediterranean broadleaf
forests and deciduous broadleaf forests. Part of the variability in respiration that could not be
described by our model may be attributed to a series of factors, including phenology in
deciduous broadleaf forests and management practices in grasslands and croplands.
MIGLIAVACCA Mirco;
REICHSTEIN Markus;
RICHARDSON Andrew;
COLOMBO Roberto;
SUTTON Mark;
LASSLOP Gitta;
TOMELLERI Enrico;
WOHLFAHRT Georg;
CARVALHAIS Nuno;
CESCATTI Alessandro;
MAHECHA Miguel D.;
MONTAGNANI Leonardo;
PAPALE Dario;
ZAEHLE Sonke;
ARAIN Altaf;
ARNETH Almut;
BLACK Andrew;
CARRARA Arnaud;
DORE Sabina;
GIANELLE Damiano;
HELFTER Carole;
HOLLINGER David;
KUTSCH Werner L.;
LAFLEUR Peter M.;
NOUVELON Yann;
REBMANN Corinna;
ROCHA Humberto;
RODEGHIERO Mirco;
ROUPSARD Olivier;
SEBASTIÀ Maria-Teresa;
SEUFERT Guenther;
SOUSSANA Jean-Fracoise;
VAN DER MOLEN Michiel K.;
2010-12-17
BLACKWELL PUBLISHING
JRC58831
1354-1013,
https://publications.jrc.ec.europa.eu/repository/handle/JRC58831,
10.1111/j.1365-2486.2010.02243.x,
Additional supporting files
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