Evidence map›Paper›PMID 42080209›Full record

ArticleGlobal change biology2026

Bridging the Energy Balance Gap in Eddy-Covariance Measurements: Insights From Standardized Network Data.

Giacomo Nicolini, David Durden, Luca Di Fiore, Christopher Florian, Simone Sabbatini, Bert Gielen, Arne Iserbyt, Benjamin Loubet, Ivan Mammarella, Adriana Mariotti and 36 more

Abstract read
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Article in Global change biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

46 authors.

Giacomo NicoliniCMCC Foundation-Euro-Mediterranean Center on Climate Change-IAFES Division, Viterbo, Italy.ORCID 0000-0002-9800-3351
David DurdenNational Ecological Observatory Network, Battelle, Boulder, Colorado, USA.
Luca Di FioreCMCC Foundation-Euro-Mediterranean Center on Climate Change-IAFES Division, Viterbo, Italy.
Christopher FlorianNational Ecological Observatory Network, Battelle, Boulder, Colorado, USA.
Simone SabbatiniCMCC Foundation-Euro-Mediterranean Center on Climate Change-IAFES Division, Viterbo, Italy.
Bert GielenPlants and Ecosystems (PLECO), Department of Biology, University of Antwerp, Antwerp, Belgium.
Arne IserbytPlants and Ecosystems (PLECO), Department of Biology, University of Antwerp, Antwerp, Belgium.
Benjamin LoubetUMR ECOSYS, Ecologie Fonctionnelle et Écotoxicologie des Agroécosystèmes, Université Paris-Saclay, INRAE, AgroParisTech, Paris, France.
Ivan MammarellaInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland.
Adriana MariottiCMCC Foundation-Euro-Mediterranean Center on Climate Change-IAFES Division, Viterbo, Italy.
Maarten Op de BeeckPlants and Ecosystems (PLECO), Department of Biology, University of Antwerp, Antwerp, Belgium.
Caleb SlemmonsNational Ecological Observatory Network, Battelle, Boulder, Colorado, USA.ORCID 0000-0001-9691-3805
Carlo TrottaCMCC Foundation-Euro-Mediterranean Center on Climate Change-IAFES Division, Viterbo, Italy.
Adam YoungNational Ecological Observatory Network, Battelle, Boulder, Colorado, USA.
Abad ChabbiUMR ECOSYS, Ecologie Fonctionnelle et Écotoxicologie des Agroécosystèmes, Université Paris-Saclay, INRAE, AgroParisTech, Paris, France.
Iris FeigenwinterInstitute of Agricultural Sciences, ETH Zurich, Zurich, Switzerland.ORCID 0000-0001-7493-6790
Bernard HeineschTERRA Teaching and Research Center, Gembloux Agro-Bio Tech, University of Liege, Liege, Belgium.
Natalia KowalskaDepartment of Matters and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, Czech Republic.
Matthias MauderInstitute of Hydrology and Meteorology, Dresden University of Technology, Dresden, Germany.
Ladislav ŠigutDepartment of Matters and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, Czech Republic.ORCID 0000-0003-1951-4100
Michiel van der MolenMeteorology and Air Quality Group, Wageningen University, Wageningen, the Netherlands.ORCID 0000-0003-4992-2420
Flavio Bastos CamposHelmholtz-Centre for Environmental Research, Leipzig, Germany.
Daniel BerveillerEcologie Société Evolution, CNRS, AgroParisTech, Université Paris-Saclay, Paris, France.
Christian BrümmerThünen Institute of Climate-Smart Agriculture, Braunschweig, Germany.ORCID 0000-0001-6621-5010
Matthias CuntzUniversité de Lorraine, AgroParisTech, INRAE, UMR Silva, Nancy, France.ORCID 0000-0002-5966-1829
Jean-Christophe DomecBordeaux Sciences Agro UMR ISPA INRAE, Bordeaux, France.ORCID 0000-0003-0478-2559
Benjamin DumontGembloux Agro-Bio Tech, University of Liege, Gembloux, Belgium.
Silvano FaresNational Research Council of Italy, Rome, Italy.
Damiano GianelleFondazione E. Mach, San Michele all'Adige, Italy.ORCID 0000-0001-7697-5793
Rasmus JensenDepartment of Ecoscience, Aarhus University, Aarhus, Denmark.
Carmen KalalianUMR ECOSYS, Ecologie Fonctionnelle et Écotoxicologie des Agroécosystèmes, Université Paris-Saclay, INRAE, AgroParisTech, Paris, France.
Natascha KljunDepartment of Earth and Environmental Sciences, Lund University, Lund, Sweden.ORCID 0000-0001-9650-2184
Holger LangeNorwegian Institute of Bioeconomy Research, Ås, Norway.
Jean-Marc LimousinCEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France.
Erik LundinAbisko Scientific Research Station, Swedish Polar Research Secretariat, Abisko, Sweden.
Antonio MancoInstitute for Agriculture and Forestry Systems in the Mediterranean (ISAFoM), National Research Council of Italy, Naples, Italy.
Leonardo MontagnaniFaculty of Agricultural, Environmental and Food Sciences, Free University of Bolzano, Bolzano, Italy.ORCID 0000-0003-2957-9071
Eiko NemitzUK Centre for Ecology & Hydrology, Penicuik, UK.
Matthias PeichlDepartment of Forest Ecology and Management, Swedish University of Agricultural Sciences, Umeå, Sweden.ORCID 0000-0002-9940-5846
Erkka RinneClimate System Research, Finnish Meteorological Institute, Helsinki, Finland.
Marilyn RolandPlants and Ecosystems (PLECO), Department of Biology, University of Antwerp, Antwerp, Belgium.
Marius SchmidtInstitute of Bio- and Geosciences: Agrosphere (IBG-3), Jülich, Germany.
Guillaume SimioniEcologie des Forêt Méditerranéennes, INRAE-URFM, Avignon, France.
Abin ThomasInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland.
Caroline VinckeEarth and Life Institute, Environmental Sciences, Université Catholique de Louvain (UCLouvain), Louvain-la-Neuve, Belgium.
Dario PapaleDepartment for Innovation in Biological, Agro-Food and Forest Systems (DIBAF), University of Tuscia, Viterbo, Italy.ORCID 0000-0001-5170-8648

Funding

Agence nationale de la recherche 11-INBS-0001Czech Science Foundation 24-12935SEU Horizon Europe 101059548EU Horizon Europe 101082139EU Horizon Europe 101130676EU Horizon Europe 101184989Finnish Ministry of Transport and CommunicationsFrench National Research Agency 23-SOIL-0004Ministry of Education, Youth and Sports of Czech Republic CZ.02.01.01/00/22_008/0004635Ministry of Education, Youth and Sports of Czech Republic LM2023048Swedish Research Council VRSwiss National Science Foundation 20FI-0_229655UK Natural Environment Research Council (NERC) NE/Y006208/1U.S. National Science Foundation (NSF)
6 · The paper itself

Abstract

The lack of energy balance closure in Eddy-Covariance (EC) measurements is a well-known, still unresolved challenge in micrometeorology, with energy balance closure (EBC) rates typically ranging between 60% and 80%. While numerous hypotheses have been proposed to explain this imbalance, the relative contributions of neglected energy storage terms, data quality and flux processing options remain insufficiently disentangled. Using standardized ICOS and NEON datasets, we show that a significant portion of the observed energy imbalance can be attributed to overlooked or inconsistently handled energy components and turbulent flux quality control. Using data drawn from 84 sites, we show that comprehensive energy accounting-including soil heat flux, storage terms (soil, air, biomass), photosynthetic energy demand, and strict quality filtering of turbulent fluxes-improved EBC by 16% on average, with site-specific gains up to 40%. However, we also identify a persistent residual imbalance that is unlikely to be resolved through methodological refinements or additional measurements alone, pointing to fundamental physical processes that are not accounted for in the standard measurement and processing. We argue that this unresolved imbalance should be explicitly acknowledged and bounded, rather than implicitly absorbed into correction schemes, and we outline practical guidance for diagnosing and interpreting EBC in standardized flux networks. This perspective evaluates methodological advances and residual uncertainties, providing an actionable framework for the appropriate use of EC energy fluxes in carbon, water, and climate research.

Indexed as

Climate ChangeMeteorologyPhotosynthesisSoilSoileddy covarianceenergy balance closureFLUXNETICOSNEONstandardization

Identifiers

PMID42080209
PMCPMC13137408

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