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Publications

Research Articles

2026

Climate change will increase forest disturbances in Europe throughout the 21st century

Grünig M., Rammer W., Senf C., Albrich K., André F., Augustynczik A. L. D., Baumann M., Bohn F. J., Bouwman M., Bugmann H., Collalti A., Cristal I., Dalmonech D., De Coligny F., Dobor L., Dollinger C., Espelta J. M., Forrester D. I., Garcia-Gonzalo J., González-Olabarria J. R., Hiltner U., Hlásny T., Honkaniemi J., Huber N., Jonard M., Jönsson A. M., Kunstler G., Lagergren F., Lindner M., Mina M., Moos C., Morin X., Muys B., Nabuurs G.-J., Nieberg M., Patacca M., Peltoniemi M., Reyer C. P. O., Schelhaas M.-J., Storms I., Thom D., Toigo M., Seidl R.

Science; (in print)

 

 

Decoding carbon allocation in boreal forest: integrating multi-proxy observations and process-based modelling

Puchi P.F., Dalmonech D., Castagneri D., Genovese G., Helgason W., Khomik M., Brilli L., Collalti A.

Agricultural and Forest Meteorologyhttps://doi.org/10.1016/j.agrformet.2025.110923 - PDF - ResearchGate

Enhancing ecosystem service provision through the silvicultural management of European black pine stands from afforestation and reforestation

Vangi E., Sacchelli S., Nocentini S., Plutino M., Dalmonech D.Collalti A., Travaglini D., Corona P.

Journal of Forestry Research(in print)

Climate change, more than management, drives short- and long-term changes in iWUE in a sub-Alpine beech forest

Saponaro V., Dalmonech D., Vangi E., Puchi P.F., Rezaie N., D'andrea E., Tomelleri E., Collalti A.

Journal of Forestry Researchhttps://doi.org/10.1007/s11676-025-01942-8 - PDF - ResearchGate

2025

One metric, many meanings: Reconciling Water Use Efficiency definitions

Puchi P.F., Saurer M., Collalti A.

ESS Open Archivehttp://dx.doi.org/ 10.22541/essoar.176374486.60881622/v1 - (under review)

Monitoring forest attributes, C-fluxes, and C-stocks using the process-based model 3D-CMCC-FEM at the National level

Vangi E., Dalmonech D., D’Amico G., Grieco E., Morichetti M., Puchi P.F., Francini S., Fares S., Giannetti F., Corona P., Barbetti R., Chirici G., Collalti A.,

Ecological Informaticshttps://doi.org/10.1016/j.ecoinf.2025.103489 - PDF ResearchGate

 

Conversion from coniferous to broadleaved trees can make European forests more climate-effective

Yao Y., Sieber P., Hauser M., Schwaab J., Jäger F., Batibeniz F., Räty M., Pongratz J., Wild M., Lessa Derci Augustynczik A., De Hertog S.J., Griess V., Windisch M.G., Ge J., Collalti A., di Fulvio F., Havlík P., Seneviratne S.I.

Nature Communicationshttps://doi.org/10.1038/s41467-025-64580-y - PDF - ResearchGate 

Earth system response to Heinrich events explained by a bipolar convection seesaw

Willeit, M., Ganopolski, A., Kaufhold, C., Dalmonech D., Liu, B., Ilyna T.

Nature Geosciencehttps://doi.org/10.1038/s41561-025-01814-0  - PDF 

 

Integrated analysis of harvest statistics provided by remote sensing, National Forest Inventories and administrative survey systems:

An example from Italy

Pilli R., Runge A., Chirici G., Vangi E., Collalti A., Herold M.

International Journal of Applied Earth Observation and Geoinformationhttps://doi.org/10.1016/j.jag.2025.104871 - PDFResearchGate 

Global variation in vegetation carbon use efficiency inferred from eddy covariance observations

Luo X., Zhao R., Chu H., Collalti A., Fatichi S., Keenan T., Lu X., Nguyen N., Prentice I.C., Sun W., Yu K., Yu L.

Nature Ecology and Evolutionhttp://doi.org/10.1038/s41559-025-02753-0 PDF - ResearchGate

Modelling Forest Growth Under Current and Future Climate

Boukhris I., Marano G., Dalmonech D., Valentini R., Collalti A.

Current Forestry Reports;  http://doi.org/10.1007/s40725-025-00249-5 PDF ResearchGate

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ForestScope: Comprehensive tool for analysing soil, climate, and stand data in forest ecosystems.

Nakhavali, M. A., Augustynczik, A. L. D., Repo, A., Vangi, E., & Havlík, P.

Ecological Modellinghttps://doi.org/10.1016/j.ecolmodel.2025.111251 PDF 

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​Multi-Model Simulations of a Mediterranean Extreme Event: The Impact of Mineral Dust on the VAIA Storm

Landi T.C., Tuccella P., Rizza U., Morichetti M.

Atmosphere;  https://doi.org/10.3390/atmos16060745 

R3DFEM: an R package for running the 3D-CMCC-FEM model

Vangi  E., Dalmonech D., Collalti A.

Earth Science Informaticshttp://doi.org/10.1007/s12145-025-01956-0  - PDFResearchGate

 

TimberTracer: A Comprehensive Framework for the Evaluation of Carbon Sequestration by Forest Management and Substitution of Harvested Wood Products

Boukhris I., Collalti A., Lahssini S., Dalmonech D., Nakhle F., Testolin R., ..., Santini M., Valentini R.

Carbon Balance and Managementhttps://doi.org/10.1186/s13021-025-00296-2 PDF - ResearchGate

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Modeling carbon and water fluxes in agro-pastoral systems under contrasting climates and different management practices

Leolini L., Costafreda-Aumedes S., Brilli L., Galvagno M., Bindi M., Argenti G., Cammarano D., Bellini E., Dibari C., Wohlfahrt G., Feigenwinter I., Dal Prà A., Dalmonech D., Collalti A., Cremonese E., Filippa G., Staglianò N., Moriondo M.

Agricultural and Forest Meteorologyhttps://doi.org/10.1016/j.agrformet.2025.110486 - PDFResearchGate

Evaluating the direct radiative forcing of a giant Saharan dust storm

Rizza U., Grasso F.M., Morichetti M., Tiesi A., Avolio E., Miglietta M.M.

Atmospheric Research; https://doi.org/10.1016/j.atmosres.2024.107875 

​Climate change impacts on forest elementome and adaptation in forest management

Hu Z., Yan P., Li B., Song X., Li J., Peñuelas J., Collalti A., Fernández-Martínez M.

Current Climate Change Reports; https://doi.org/10.1007/s40641-025-00200-7 - PDF - ResearchGate

Mycorrhizal symbioses mediate global forest tree species diversity

Jiang F., Pu X., Schmid B., Reich P., ..., Collalti A., ..., Grieco E., ..., Fang J.

Science Advanceshttp://doi.org/10.1126/sciadv.adt5743 - PDF - ResearchGate

Climate warming alters nutrient constraints on CO2 fertilization in global forests

Du E., de Wries W., Collalti A., De Marco A.

Current Climate Change Reports; https://doi.org/10.1007/s40641-025-00201-6 - PDF - ResearchGate

Assessing the combined effects of forest management and climate change on carbon and water fluxes in European beech forests

Saponaro V., De Càceres M., Dalmonech D.,  D'Andrea E., Vangi E., Collalti A.

Forest Ecosystems; https://doi.org/10.1016/j.fecs.2024.100290 - PDF ResearchGate

Inconsistency between process-based model and dose-response function in estimating Biomass losses in Northern Hemisphere due to elevated O3

Sorrentino B., Anav A., Calatayud V., Collalti A., Sicard P., Leca S., Fornasier F., Paoletti E., De Marco A.

Environmental Pollution; https://doi.org/10.1016/j.envpol.2024.125379 - PDF ResearchGate

2024

​​​​Emissions of climate-altering species from open vegetation fires in the Mediterranean region
Hundal R.A., Annadate S., Cesari R., Collalti A., Maione M., Cristofanelli P.

Science of the Total Environmenthttps://doi.org/10.1016/j.scitotenv.2024.177713 - PDF - ResearchGate

CHIMBO Air Quality Modeling System: Verification and Processes Analysis
Landi T.C.; Paglione M., Morichetti M., Grasso F.M., Roccato F., Cesari R., Drofa O.

Atmospherehttps://doi.org/10.3390/atmos15111386 - PDF ResearchGate

Impacts Of Deforestation And Land Use/Land Cover Change On Carbon Stock And Dynamics In The Jomoro District, Ghana
Grieco E., Vangi E., Chiti T., Collalti A.
Journal of Environmental Managementhttps://doi.org/10.1016/j.jenvman.2024.121993- PDF ResearchGate

Stand age diversity (and more than climate change) affects forests’ resilience and stability, although unevenly
Vangi E., Dalmonech D., Cioccolo E., Marano G., Bianchini L., Puchi P.F., Grieco E., Cescatti A., Colantoni A., Chirici G., Collalti A.

Journal of Environmental Managementhttps://doi.org/10.1016/j.jenvman.2024.121822 - PDFResearchgate

Modeling Forest Response to Climate Change
Marano G., Dalmonech D., Collalti A.

Forestshttps://doi.org/10.3390/f15071194 - PDFResearchGate

Evaluating the direct radiative forcing of a giant Saharan dust storm
Rizza U., Grasso F.M., Morichetti M., Tiesi A., Avolio E., de Tomasi F., Miglietta M.M.

Atmospheric Researchhttps://doi.org/10.1016/j.atmosres.2024.107875 

Predicted Future Changes in the Mean Seasonal Carbon Cycle Due to Climate Change
Morichetti M., Vangi E., Collalti A.

Forestshttps://doi.org/10.3390/f15071124 - PDF ResearchGate

Meteorological, chemical and biological evaluation of the coupled chemistry-climate WRF-Chem model from regional to urban scale. An impact-oriented application for human health
Anav A., Sorrentino B., Collalti A., Paoletti E., Sicard P., Coulibaly F., Manzini J., Hoshika Y., De Marco A.
Environmental Researchhttps://doi.org/10.1016/j.envres.2024.119401 - PDF - ResearchGate  

Stand Age and Climate Change Effects on Carbon Increments and Stock Dynamics
Vangi E., Dalmonech D., Morichetti M., Grieco E., Giannetti F., D'Amico G., Nakhavali M., Chirici G., Collalti A.

Forestshttps://doi.org/10.3390/f15071120 PDF - ResearchGate

Different climate conditions drive variations in gross primary productivity and woody biomass accumulation in a temperate and a boreal conifer forest in Canada
Puchi P. F., Khomik M., Helgason W., Altaf Arain M., Castagneri D

Agricultural and Forest Meteorologyhttps://doi.org/10.1016/j.agrformet.2024.110125

 

 

Forest species mapping and area proportion estimation combining Sentinel-2  harmonic predictors and national forest inventory data 
Francini S., Schelhaas M.-J., Vangi E., Lerink B.-J., Nabuurs G.-J., McRoberts R.E., Chirici G.

International Journal of Applied Earth Observation and Geoinformationhttps://doi.org/10.1016/j.jag.2024.103935

A harmonized database of European forest simulations under climate change
Grünig M., Rammer W., Albrich A., Andrè F., Augustynczik A.L.D., Bohn F., Bowman M., Bugmann H., Collalti A., Cristal I., Dalmonech D., De Caceres M., De Coligny F., Dobor L., Dollinger C., Forrester D.I., Garcia-Gonzalo J., González J.R., Hiltner U., Hlásny T., Honkaniemi J., Huber N., Jonard M., Jönsson A.M., Lagergren F., Nieberg M., Mina M., Mohren F., Moos C., Morin X., Muys B., Peltoniemi M., Reyer C.P.O., Storms I., Thom D., Toigo M., Seidl R.

Data in Briefhttps://doi.org/10.1016/j.dib.2024.110384 - PDF - ResearchGate

Tree-Related Microhabitats and Multi-Taxon Biodiversity Quantification Exploiting ALS Data 
Parisi F., D’Amico G., Vangi E., Chirici G., Francini S., Cocozza C., Giannetti F., Londi G., Nocentini S., Borghi C., Travaglini D.

Forestshttps://doi.org/10.3390/f15040660 

Contrasting patterns of water use efficiency and annual radial growth among European beech forests along the Italian peninsula
Puchi P. F., Dalmonech D., Vangi, E., Battipaglia G., Tognetti R., Collalti A.

Scientific Reportshttps://doi.org/10.1038/s41598-024-57293-7 - PDF - ResearchGate

Deciduous forests use carbon more efficiently than evergreen forests
Luo X., Zhao H., Chu H., Collalti A., Fatichi S., Keenan T., Lu X., Nguyen N., Prentice I.C., Sun W., Yu L.

Research Square; https://www.researchsquare.com/article/rs-3989566/v1 - PDF - ResearchGate

Regional estimates of gross primary production applying the Process-Based Model 3D-CMCC-FEM vs. Remote-Sensing multiple datasets
Dalmonech D., Vangi E.,Chiesi M., Chirici G., Fibbi L., Giannetti F., Marano G., Massari C., Nolè A., Xiao J., Collalti A.

European Journal of Remote Sensing; https://doi.org/10.1080/22797254.2023.2301657 - PDFResearchGate

Validating GEDI tree canopy cover product across forest types using co-registered aerial LiDAR data
Li X., Li L., Ni W., Mu X., Wu X., Vaglio Laurin G., Vangi E., Stereńczak K., Chirici G., Yu S., Huan H.

ISPRS Journal of Photogrammetry and Remote Sensinghttps://doi.org/10.1016/j.isprsjprs.2023.11.024

2024

​​​​Emissions of climate-altering species from open vegetation fires in the Mediterranean region
Hundal R.A., Annadate S., Cesari R., Collalti A., Maione M., Cristofanelli P.

Science of the Total Environmenthttps://doi.org/10.1016/j.scitotenv.2024.177713 - PDF - ResearchGate

CHIMBO Air Quality Modeling System: Verification and Processes Analysis
Landi T.C.; Paglione M., Morichetti M., Grasso F.M., Roccato F., Cesari R., Drofa O.

Atmospherehttps://doi.org/10.3390/atmos15111386 - PDF ResearchGate

Impacts Of Deforestation And Land Use/Land Cover Change On Carbon Stock And Dynamics In The Jomoro District, Ghana
Grieco E., Vangi E., Chiti T., Collalti A.
Journal of Environmental Managementhttps://doi.org/10.1016/j.jenvman.2024.121993- PDF ResearchGate

Stand age diversity (and more than climate change) affects forests’ resilience and stability, although unevenly
Vangi E., Dalmonech D., Cioccolo E., Marano G., Bianchini L., Puchi P.F., Grieco E., Cescatti A., Colantoni A., Chirici G., Collalti A.

Journal of Environmental Managementhttps://doi.org/10.1016/j.jenvman.2024.121822 - PDFResearchgate

Modeling Forest Response to Climate Change
Marano G., Dalmonech D., Collalti A.

Forestshttps://doi.org/10.3390/f15071194 - PDFResearchGate

Evaluating the direct radiative forcing of a giant Saharan dust storm
Rizza U., Grasso F.M., Morichetti M., Tiesi A., Avolio E., de Tomasi F., Miglietta M.M.

Atmospheric Researchhttps://doi.org/10.1016/j.atmosres.2024.107875 

Predicted Future Changes in the Mean Seasonal Carbon Cycle Due to Climate Change
Morichetti M., Vangi E., Collalti A.

Forestshttps://doi.org/10.3390/f15071124 - PDF ResearchGate

Meteorological, chemical and biological evaluation of the coupled chemistry-climate WRF-Chem model from regional to urban scale. An impact-oriented application for human health
Anav A., Sorrentino B., Collalti A., Paoletti E., Sicard P., Coulibaly F., Manzini J., Hoshika Y., De Marco A.
Environmental Researchhttps://doi.org/10.1016/j.envres.2024.119401 - PDF - ResearchGate  

Stand Age and Climate Change Effects on Carbon Increments and Stock Dynamics
Vangi E., Dalmonech D., Morichetti M., Grieco E., Giannetti F., D'Amico G., Nakhavali M., Chirici G., Collalti A.

Forestshttps://doi.org/10.3390/f15071120 PDF - ResearchGate

Different climate conditions drive variations in gross primary productivity and woody biomass accumulation in a temperate and a boreal conifer forest in Canada
Puchi P. F., Khomik M., Helgason W., Altaf Arain M., Castagneri D

Agricultural and Forest Meteorologyhttps://doi.org/10.1016/j.agrformet.2024.110125

 

 

Forest species mapping and area proportion estimation combining Sentinel-2  harmonic predictors and national forest inventory data 
Francini S., Schelhaas M.-J., Vangi E., Lerink B.-J., Nabuurs G.-J., McRoberts R.E., Chirici G.

International Journal of Applied Earth Observation and Geoinformationhttps://doi.org/10.1016/j.jag.2024.103935

A harmonized database of European forest simulations under climate change
Grünig M., Rammer W., Albrich A., Andrè F., Augustynczik A.L.D., Bohn F., Bowman M., Bugmann H., Collalti A., Cristal I., Dalmonech D., De Caceres M., De Coligny F., Dobor L., Dollinger C., Forrester D.I., Garcia-Gonzalo J., González J.R., Hiltner U., Hlásny T., Honkaniemi J., Huber N., Jonard M., Jönsson A.M., Lagergren F., Nieberg M., Mina M., Mohren F., Moos C., Morin X., Muys B., Peltoniemi M., Reyer C.P.O., Storms I., Thom D., Toigo M., Seidl R.

Data in Briefhttps://doi.org/10.1016/j.dib.2024.110384 - PDF - ResearchGate

Tree-Related Microhabitats and Multi-Taxon Biodiversity Quantification Exploiting ALS Data 
Parisi F., D’Amico G., Vangi E., Chirici G., Francini S., Cocozza C., Giannetti F., Londi G., Nocentini S., Borghi C., Travaglini D.

Forestshttps://doi.org/10.3390/f15040660 

Contrasting patterns of water use efficiency and annual radial growth among European beech forests along the Italian peninsula
Puchi P. F., Dalmonech D., Vangi, E., Battipaglia G., Tognetti R., Collalti A.

Scientific Reportshttps://doi.org/10.1038/s41598-024-57293-7 - PDF - ResearchGate

Deciduous forests use carbon more efficiently than evergreen forests
Luo X., Zhao H., Chu H., Collalti A., Fatichi S., Keenan T., Lu X., Nguyen N., Prentice I.C., Sun W., Yu L.

Research Square; https://www.researchsquare.com/article/rs-3989566/v1 - PDF - ResearchGate

Regional estimates of gross primary production applying the Process-Based Model 3D-CMCC-FEM vs. Remote-Sensing multiple datasets
Dalmonech D., Vangi E.,Chiesi M., Chirici G., Fibbi L., Giannetti F., Marano G., Massari C., Nolè A., Xiao J., Collalti A.

European Journal of Remote Sensing; https://doi.org/10.1080/22797254.2023.2301657 - PDFResearchGate

Validating GEDI tree canopy cover product across forest types using co-registered aerial LiDAR data
Li X., Li L., Ni W., Mu X., Wu X., Vaglio Laurin G., Vangi E., Stereńczak K., Chirici G., Yu S., Huan H.

ISPRS Journal of Photogrammetry and Remote Sensinghttps://doi.org/10.1016/j.isprsjprs.2023.11.024

2023

Robotics in Forest Inventories: SPOT’s First Steps 
Chirici, G., Giannetti, F., D’Amico, G., Vangi, E., Francini, S., Borghi, C., Corona, P., Travaglini, D. 

Forestshttps://doi.org/10.3390/f14112170 - PDF

The Earth system model CLIMBER-X v1.0 – Part 2: The global carbon cycle
Willeit M., Ilyina T., Liu B., Heinze C., Perrette M., Heinemann M., Dalmonech D., Brovkin V., Munhoven G., Börker J., Hartmann J., Romero-Mujalli G., and Ganopolski A.

Geoscientific Model Developmenthttps://doi.org/10.5194/gmd-16-3501-2023 - PDF

GPP and the predictability of CO2: more uncertainty in what we predict than how well we predict it
Dunkl I., Lovenduski N., Collalti A., Arora V. K., Ilyina T., and Brovkin V.

Biogeoscienceshttps://doi.org/10.5194/bg-20-3523-2023 - PDF - ResearchGate

ForestClim – Bioclimatic variables for microclimate temperatures in European forests
Haesen S., Lembrechts J.J., De Frenne P., Lenoir J., Aalto J., Ashcroft M.B., Kopecky M., Luoto M., Maclean I., Nijs I., Niittynen P., van den Hoogen J., Arriga N., Brůna J., Buchman N., Čiliak M., Collalti A., De Lombaerde E., Descombes P., Gharun M., Goded I., Govaert S., Greiser C., Grelle A., Gruening C., Hederová L., Hylander K., Kreyling J., Kruijt B., Macek M., Máliš F., Man M., Manca G., Matula G., Meeussen C., Merinero S., Minerbi S., Montagnani L., Muffler M., Ogaya R., Penuelas J., Plichta R., Portillo-Estrada M., Schmeddes J., Shekhar A., Spicher F., Ujházyová M., Vangansbeke P., Weigel R., Wild J., Zellweger F., Van Meerbeek K.

Global Change Biologyhttps://doi.org/10.1111/gcb.16678 - PDF - ResearchGate

Sentinel-2 time series analysis for monitoring multi-taxon biodiversity in mountain beech forests
Parisi F., Vangi E., Francini S., D’Amico G., Chirici G., Marchetti M., Lombardi F., Travaglini D., Ravera S., De Santis E., Tognetti R.

Frontiers in Forests and Global Changehttps://doi.org/10.3389/ffgc.2023.1020477

Calibrating a Process-Based Model to Enhance Robustness in Carbon Sequestration Simulations: The Case of Cedrus atlantica (Endl.) Manetti ex Carrière
Boukhris I., Lahssini S., Collalti A., Moukrim S., Santini M., Chiti T., Valentini R.

Forestshttps://doi.org/10.1016/j.scitotenv.2022.159361 PDF ResearchGate

Revealing how intra- and inter-annual variability of carbon uptake (GPP) affects wood cell biomass in an eastern white pine forest
Puchi P. F., Khomik M., Frigo D., Altaf Arain M., Fonti P., von Arx G., Castagneri D.

Environmental Research Lettershttps://iopscience.iop.org/article/10.1088/1748-9326/acb2df

Simulating diverse forest management in a changing climate on a Pinus nigra subsp. laricio plantation in Southern Italy
Testolin R., Dalmonech D., Marano G., Bagnara M., ..., Noce S., Collalti A.
Science of the Total Environment; https://doi.org/10.1016/j.scitotenv.2022.159361
- PDF - ResearchGate
 

2022

3D-CMCC-FEM (Coupled Model Carbon Cycle). BioGeoChemical and Biophysical Forest Ecosystem - User’s Guide
Collalti A., Dalmonech D., Marano G., Vangi E., Puchi P., Grieco E., Orrico M.

CNR Edizioni; https://www.cnr.it/sites/default/files/public/media/attivita/editoria/3D-CMCC-FEM_User_Guide_v.2_July_2023.pdf - PDFResearchGate

GEDI4R: an R package for NASA’s GEDI level 4 A data downloading, processing and visualization
Vangi E., D'Amico G., Francini S., Chirici G.

Earth Science Informatics; https://doi.org/10.1007/s12145-022-00915-3 ResearchGate

Wall-to-Wall Mapping of Forest Biomass and Wood Volume Increment in Italy
Giannetti F., Chirici G., Vangi E., Corona P., Maselli F., Chiesi M., D'Amico G., Puletti N.

Forests; https://www.mdpi.com/1999-4907/13/12/1989 - PDF - ResearchGate

Feasibility of enhancing carbon sequestration and stock capacity in temperate and boreal European forests via changes to management regimes
Dalmonech D., Marano G., Amthor J., Cescatti A., Lindner M., Trotta C., Collalti A.

Agricultural and Forest Meteorology; https://doi.org/10.1016/j.agrformet.2022.109203 - PDF - ResearchGate

Accuracy, realism and general applicability of European forest models
Mahnken M., Cailleret M., Collalti A., Trotta C., Biondo C., D'Andrea E., Dalmonech D., Marano G., Mäkelä A., Minunno F., Peltoniemi M., Trotsiuk V., Nadal-Sala D., Sabaté S., Vallet P., Aussenac R., Cameron D.R., Bohn F.J., Grote R., Augustynczik A.L.D., Yousefpour R., Huber N., Bugmann H., Merganikova K., Merganic J., Valent P., Lash-Born P., Hartig F., Vega del Valle I.D., Volkholz J., Gustch M., ..., Krejza J., Ibrom A., Meesenburg H., Rötzer T., van der Maaten-Theunissen M., van der Maaten E., Reyer C.P.O.

Global Change Biology;  https://doi.org/10.1111/gcb.16384 - PDF - ResearchGate

Strategic roadmap to assess forest vulnerability under air pollution and climate change
De Marco A., Sicard P., Feng Z., Aganthokleous E., Alonso R., Araminiene V., Augustatis A., Badea O., Beasley J.C., Branquinho C., Bruckman V.J., Collalti A., David-Schwartz R., Domingos M., Du E., Garcia-Gomez H., Hashimoto S., Hoshika Y., Jakovlievic T., McNulty S., Oksaena E., Khaniabadi Y.O., Prescher A.-K., Saitanis C.J., Sase H., Schmitz A., Voight G., Watanabe M., Wood M.D., Kozlov M.V., Paoletti E. 

Global Change Biology;  https://doi.org/10.1111/gcb.16278 - PDF - ResearchGate

Ozone modelling and mapping for risk assessment: an overview of different approaches for human and ecosystems health
De Marco A., Garcia-Gomez H., Collalti A., Khaniabadi Y. O., Feng Z., Proietti C., Vitale M., Anav A., Paoletti E.

Environmental Research; https://doi.org/10.1016/j.envres.2022.113048 - PDF - ResearchGate

Legislative and functional aspects of different metrics used for ozone risk assessment to forests
Anav A., De Marco A., Collalti A., Emberson L., Feng Z., Lombardozzi D., Sicard P., Verbeke T., Viovy N., Vitale M., Paoletti E.

Environmental Pollution; https://doi.org/10.1016/j.envpol.2021.118690 - PDF - ResearchGate

Simulating tree growth response to climate change in structurally-diverse oak and beech forests
De Wergifosse L., Andrè F., Goosse H., Boczon A., Cecchini S., Ciceu A., Collalti A., ..., Jonard M.

Science of the Total Environment; https://doi.org/10.1016/j.scitotenv.2021.150422 - PDF - ResearchGate

2021

ForestTemp – sub-canopy microclimate temperatures of European forests
Haesen S., Lembrechts J.J., De Frenne P., Lenoir J., Aalto J., Ashcroft M.B., Kopecky M., Luoto M., Maclean I., Nijs I., Niittynen P., van den Hoogen J., Arriga N., Brůna J., Buchman N., Čiliak M., Collalti A., De Lombaerde E., Descombes P., Gharun M., Goded I., Govaert S., Greiser C., Grelle A., Gruening C., Hederová L., Hylander K., Kreyling J., Kruijt B., Macek M., Máliš F., Man M., Manca G., Matula G., Meeussen C., Merinero S., Minerbi S., Montagnani L., Muffler M., Ogaya R., Penuelas J., Plichta R., Portillo-Estrada M., Schmeddes J., Shekhar A., Spicher F., Ujházyová M., Vangansbeke P., Weigel R., Wild J., Zellweger F., Van Meerbeek K.

Global Change Biology; https://doi.org/10.1111/gcb.15892 - PDF - ResearchGate

Rise and fall of vegetation primary production resilience to climate variability anticipated by a large ensemble of Earth System Models' simulations
Zampieri M., Grizzetti B., Toreti A., De Palma P., Collalti A.

Environmental Research Letter; https://doi.org/10.1088/1748-9326/ac2407 - PDF - ResearchGate

Unravelling resilience mechanisms in forests: role of non-structural carbohydrates in responding to extreme weather events
D'Andrea E., Scartazza A., Battistelli A., Collalti A., Proietti S., Rezaie N., ..., Moscatello S.

Tree Physiology; https://doi.org/10.1093/treephys/tpab044 - PDF - ResearchGate

Tackling unresolved questions in forest ecology: the past and future role of simulations models
Maréchaux I., Langerwisch F., Huth A., Bugmann H., Morin X., Reyer C.P.O., Seidl R., Collalti A., Dantas de Paula M., Fischer R., Gutsch M., Lexer M.J., Lischke H., Rammig A., Rödig E., Sakschewski B., Tauber F., Thonicke K., Vacchiano G., Bohn F.J.

Ecology and Evolution; https://doi.org/10.1002/ece3.7391 - PDF - ResearchGate

Challenges and opportunities for enhancing food security and greenhouse gas mitigation in smallholder farming in sub-Saharan Africa. A review
Dong-Gill K., Grieco E., Bombelli A., Hickman J.E., Sanz-Cobena A.

Food security; https://doi.org/10.1007/s12571-021-01149-9 - PDF - ResearchGate

Growth and Allocation of Woody Biomass in Forest Trees Based on Environmental Conditions
Collalti A., Todaro L., Rita A.

Forests; https://doi.org/10.3390/f12020154 - PDF - ResearchGate

​​This is an Editorial belonging on the Forests Special Issue "Growth and Allocation of Woody Biomass in Forest Trees Based on Environmental Conditions"

Simulating the effects of thinning and species mixing on stands of oak (Quercus petrea (Matt.) Liebl. / Quercus robur L.) and pine (Pinus sylvestris L.) across Europe
Engel M., Vospernik S., Toigo M., Morin X., Tomao A., Trotta C., Steckel M., Barbati A., Nothdurft A. Pretzsch H., del Rio M., Skrzyszewski J., Ponette Q., Lof M., Jansons A., Brazaitis G.

Ecological Modelling; https://doi.org/10.1016/j.ecolmodel.2020.109406 - PDF - ResearchGate

Model-based Estimation of Amazonian Forests Recovery Time After Drought and Fire Events
Lopes de Faria B., Marano G., Piponiot C., Silva C.A., Dantas V.L., Rattis L., Rech A., Collalti A.

Forests; https://doi.org/10.3390/f12010008 - PDF - ResearchGate

2020

Forest production efficiency increases with growth temperature
Collalti, A., Ibrom, A., Stockmarr, A., Cescatti, A., Alkama, R., Fernández-Martínez, M., ... & Prentice, I. C.

Nature Communications; https://doi.org/10.1038/s41467-020-19187-w - PDF - ResearchGate

​See also the blog post in Nature Ecology and Evolution and at Prentice Lab. WordPress page

See also blog post in Nature Ecology and Evolution and at Prentice Lab. wordpress page

Frost and drought: effects of extreme weather events on stem carbon dynamics in a Mediterranean beech forest
D'Andrea E., Rezaie N., Prislan P., Gričar J, Collalti A., Muhr J., Matteucci G.

Plant, Cell & Environment; https://doi.org/10.1002/PCE.13858 - PDF - ResearchGate

The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data
Pastorello G., Trotta C., Canfora E., Chu H., Christianson D., Cheah Y.-W., Poindexter C., Chen J., Elbashandy A., Humphrey M., Isaac P., Polidori D., Ribeca A., van Ingen C., Zhang L., Amiro B., Ammann C., Arain M.A., Ardo J., Arkebauer T., Arndt S.K., Arriga N., Aubinet M., Aurela M., Baldocchi D., Barr A., Beamesderfer E., Marchesini L.B., Bergeron O., Beringer J., Bernhofer C., Berveiller D., Billesbach D., Black T.A., Blanken P.D., Bohrer G., Boike J., Bolstad P.V., Bonal D., Bonnefond J.-M., Bowling D.R., Bracho R., Brodeur J., Brummer C., Buchmann N., Burban B., Burns S.P., Buysse P., Cale P., Cavagna M., Cellier P., Chen S., Chini I., Christensen T.R., Cleverly J., Collalti A., Consalvo C., Cook B.D., Cook D., Coursolle C., Cremonese E., Curtis P.S., D'Andrea E., da Rocha H., Dai X., Davis K.J., De Cinti B., de Grandcourt A., De Ligne A., De Oliveira R.C., Delpierre N., Desai A.R., Di Bella C.M., di Tommasi P., Dolman H., Domingo F., Dong G., Dore S., Duce P., Dufrene E., Dunn A., Dusek J., Eamus D., Eichelmann U., ElKhidir H.A.M., Eugster W., Ewenz C.M., Ewers B., Famulari D., Fares S., Feigenwinter I., Feitz A., Fensholt R., Filippa G., Fischer M., Frank J., Galvagno M., Gharun M., Gianelle D., Gielen B., Gioli B., Gitelson A., Goded I., Goeckede M., Goldstein A.H., Gough C.M., Goulden M.L., Graf A., Griebel A., Gruening C., Grunwald T., Hammerle A., Han S., Han X., Hansen B.U., Hanson C., Hatakka J., He Y., Hehn M., Heinesch B., Hinko-Najera N., Hortnagl L., Hutley L., Ibrom A., Ikawa H., Jackowicz-Korczynski M., Janous D., Jans W., Jassal R., Jiang S., Kato T., Khomik M., Klatt J., Knohl A., Knox S., Kobayashi H., Koerber G., Kolle O., Kosugi Y., Kotani A., Kowalski A., Kruijt B., Kurbatova J., Kutsch W.L., Kwon H., Launiainen S., Laurila T., Law B., Leuning R., Li Y., Liddell M., Limousin J.-M., Lion M., Liska A.J., Lohila A., Lopez-Ballesteros A., Lopez-Blanco E., Loubet B., Loustau D., Lucas-Moffat A., Luers J., Ma S., Macfarlane C., Magliulo V., Maier R., Mammarella I., Manca G., Marcolla B., Margolis H.A., Marras S., Massman W., Mastepanov M., Matamala R., Matthes J.H., Mazzenga F., McCaughey H., McHugh I., McMillan A.M.S., Merbold L., Meyer W., Meyers T., Miller S.D., Minerbi S., Moderow U., Monson R.K., Montagnani L., Moore C.E., Moors E., Moreaux V., Moureaux C., Munger J.W., Nakai T., Neirynck J., Nesic Z., Nicolini G., Noormets A., Northwood M., Nosetto M., Nouvellon Y., Novick K., Oechel W., Olesen J.E., Ourcival J.-M., Papuga S.A., Parmentier F.-J., Paul-Limoges E., Pavelka M., Peichl M., Pendall E., Phillips R.P., Pilegaard K., Pirk N., Posse G., Powell T., Prasse H., Prober S.M., Rambal S., Rannik U., Raz-Yaseef N., Reed D., de Dios V.R., Restrepo-Coupe N., Reverter B.R., Roland M., Sabbatini S., Sachs T., Saleska S.R., Sanchez-Canete E.P., Sanchez-Mejia Z.M., Schmid H.P., Schmidt M., Schneider K., Schrader F., Schroder I., Scott R.L., Sedlak P., Serrano-Ortiz P., Shao C., Shi P., Shironya I., Siebicke L., Sigut L., Silberstein R., Sirca C., Spano D., Steinbrecher R., Stevens R.M., Sturtevant C., Suyker A., Tagesson T., Takanashi S., Tang Y., Tapper N., Thom J., Tiedemann F., Tomassucci M., Tuovinen J.-P., Urbanski S., Valentini R., van der Molen M., van Gorsel E., van Huissteden K., Varlagin A., Verfaillie J., Vesala T., Vincke C., Vitale D., Vygodskaya N., Walker J.P., Walter-Shea E., Wang H., Weber R., Westermann S., Wille C., Wofsy S., Wohlfahrt G., Wolf S., Woodgate W., Li Y., Zampedri R., Zhang J., Zhou G., Zona D., Agarwal D., Biraud S., Torn M., Papale D.

Scientific Data; https://doi.org/10.1038/s41597-020-0534-3 - PDF - ResearchGate

Reply to: Nutrient scarcity cannot cause mast seeding
Fernández-Martínez M., Sayol F., LaMontagne J.M., Bogdziewicz M., Collalti A., Hacket-Pain A., Vacchiano G., Espelta J.M., Peñuelas J., Janssens I.A.

Nature Plants; https://doi.org/10.1038/s41477-020-0703-6 - PDF - ResearchGate

The PROFOUND database for evaluating vegetation models and simulating climate impacts on European forests
Reyer C.P.O., Silveyra Gonzalez R., Dolos K., Hartig F., Hauf Y., Noack M., Lasch-Born P., Rötzer T., Pretzsch H., Meesenburg H., Fleck S., Wagner M., Bolte A., Sanders T.G.M., Kolari P., Mäkelä A., Vesala T., Mammarella I., Pumpanen J., Collalti A.,  Trotta C., M., ..., D'Andrea E., Foltýnová L., KreJza J., Ibrom A., Pilegaard K., Loustau D., Bonnefond J.-M., Berbigier P., Picart D., Lafont S., Dietze M., Cameron D., Vieno M., Tian H., Palacios-Orueta A., Cicundez V., Recuero L., Wiese K., Büchner M., Lange S., Volkholz J., Kim H., Horemans J. A., Bohn F., Steinkamp J., Chikalanov A., Weedon G.P., Sheffield J., Babst F., Vega del Valle I., Suckow F., Martel S., Mahnken M., Gutsch M., Frieler K.

Earth System Science Data; https://doi.org/10.5194/essd-12-1295-2020 - PDF - ResearchGate

"Models of tree and stand dynamics": a differential journey through forest modelling
Marano G., Collalti A.

iForest - Biogeosciences and Forestry; https://doi.org/10.10.3832/ifor0061-013 - PDF - ResearchGate

Preface: Climate Change Impact on Plant Ecology
Vitale M., Collalti A.

Climate; https://doi.org/10.3390/cli8050059 - PDF - ResearchGate

​​This is a Preface presenting the Climate Special Issue "Climate Change Impact on Plant Ecology"

 

Plant respiration: Controlled by photosynthesis or biomass?
Collalti A., Tjoelker M.G., Hoch G., Mäkelä A., Guidolotti G., Heskel M., Petit G., Ryan M.G., Battipaglia G., ..., Prentice I.C.

Global Change Biology; https://doi.org/10.1111/gcb.14857 - PDF - ResearchGate

See also post by CNR stampa J. 2020, CNR news

2019

A Geospatial Decision Support System Tool for Supporting Integrated Forest Knowledge at the Landscape Scale
Marano G., Langella G., Basile A., Cona F., De Michele C., Manna P., Teobaldelli M., Saracino A., Terribile F

Forests; https://doi.org/10.3390/f10080690 - PDF - ResearchGate

Forest carbon allocation modelling under climate change
Merganičová K., Merganič J., Lehtonen A., Vacchiano G., Ostrogović Sever M.Z., Augustynczik A.L.D., Grote R., Kyselová I., Mäkelä A., Yousefpour R., Krejza J., Collalti A., Reyer C.P.O.

Tree Physiology; https://doi.org/10.1093/treephys/tpz105 - PDF - ResearchGate

Global Variability of Simulated and Observed Vegetation Growing Season
Peano D., Materia S., Collalti A., Alessandri A., Anav A., Bombelli A., Gualdi S.

Journal of Geophysical Research - Biogeosciences; https://doi.org/10.1029/2018JG004881 - PDF - ResearchGate

Is NPP proportional to GPP? Waring's hypothesis twenty years on
Collalti A. and Prentice I.C.

Tree Physiology; https://doi.org/10.1093/treephys/tpz034 - PDF - ResearchGate

See also review D. Baldocchi, F1000 Recommendation

See also review by J. Stinziano, Botany One

See also commentary by Landsberg et al. 2020, Tree Physiology

Nutrient scarcity as a selective pressure for mast seeding
Fernández-Martínez M., Pearse I., Sardans J., Sayol F., Keonig W.D., LaMontagne J.M., Bogdziewicz M., Collalti A., Hacket-Pain A., Vacchiano G., Espelta J.M., Peñuelas J., Janssens I.A.

Nature Plants; https://doi.org/10.1038/s41477-019-0549-y - PDF - ResearchGate

The sensitivity of the forest carbon budget shifts across processes along with stand development and climate change
Collalti A., Thornton P.E., Cescatti A., Rita A., Borghetti M., Nolé A., Trotta C., Ciais P., ...

Ecological Applications; https://doi.org/10.1002/eap.1837 - PDF - ResearchGate

2018

Thinning can reduce losses in carbon use efficiency and carbon stocks in managed forests under warmer climate
​Collalti A., Trotta C., Keenan T.F., Ibrom A., Bond-Lamberty B., Grote R., Vicca S., Reyer C.P.O., Migliavacca M., Veroustraete F., Anav A., Campioli M.,  Scoccimarro E., Sigut L., Grieco E., Cescatti A., ...

Journal of Advances in Modelling Earth System; https://doi.org/10.1029/2018MS001275 - PDF - ResearchGate

See also post by PEFC news 2019 (Italian)

Reproducing reproduction: how to simulate mast seeding in Forest models
Vacchiano G., Ascoli D., Berzaghi F., Lucas-Borja M.E., Caignard T., Collalti A., Mairota P., Palanghianu C., Reyer C.P.O., Sanders T.A.M., Schermer E., Wohlgemuth T., Hacket-Pain A.

Ecological Modelling; https://doi.org/10.1016/j.ecolmodel.2018.03.004 - PDF - ResearchGate

2017

The Role of Respiration in Estimation of Net Carbon Cycle: Coupling Soil Carbon Dynamics and Canopy Turnover in a Novel Version of 3D-CMCC Forest Ecosystem Model
Marconi S., Chiti T., Nolè A., Valentini R. and Collalti A.

Forests; https://doi.org/10.3390/f8060220 - PDF - ResearchGate

Simulation, calibration and validation protocols for the model 3D-CMCC-CNR-FEM: a case study in the Bonis’ watershed (Calabria, Italy)
Collalti A., Biondo C., Buttafuoco G., Maesano M., Caloiero T., Lucà F., Pellicone G., Ricca N., Salvati R., Veltri A., ...

Forest@; https://doi.org/10.3832/efor2368-014 - PDF - ResearchGate

Likelihood of changes in forest species suitability, distribution, and diversity under future climate: The case of Southern Europe
Noce S., Collalti A., Santini M.

Ecology and Evolution; https://doi.org/10.1002/ece3.3427 - PDF - ResearchGate

2016

Validation of 3D-CMCC Forest Ecosystem Model (v.5.1) against eddy covariance data for 10 European forest sites
Collalti A., Marconi S., Ibrom A., Trotta C., Anav A., D’Andrea E., ..., Montagnani L., Gielen B., Mammarella I., Grunwald T., Knohl A., Berninger F., Zhao Y., Valentini R., Santini M.

Geoscientific Model Development; https://doi.org/10.5194/gmd-9-479-2016 - PDF - ResearchGate

Hot Spot maps of forest presence in the Mediterranean Basin
Noce S., Collalti A., Valentini R., Santini M.

iForest - Biogeosciences and Forestry; https://doi.org/10.3832/ifor1802-009 - PDF - ResearchGate

2014

A process-based model to simulate growth in forests with complex structure: evaluation and use of 3D-CMCC Forest Ecosystem Model in a deciduous forest in Central Italy
Collalti A., Perugini L., Chiti T., Nolè A., ..., Valentini R.

Ecological Modelling; https://doi.org/10.1016/j.ecolmodel.2013.09.016 - PDF - ResearchGate

2013

Assessing temporal variation of primary and ecosystem production in two Mediterranean forests using a modified 3-PG model
Nolè A., Collalti A., Magnani F., Duce P., Ferrara A., Mancino G., Marras S., Sirca C., Spano D., Borghetti M.

Annals of Forest Science; https://doi.org/10.1007/s13595-013-0315-7 - PDF - ResearchGate

Master thesis 
Ph.D. thesis 

Advancing forest-sector climate mitigation: A system modeling approach to forest growth, wood use, and substitution effects under climate change

Ph.D. candidate: Boukhris I; Tutor(s):  Valentini R., Collalti A.

University of Tuscia Ph.D. Thesis, 2025

 

 

Forest Management and Climate Change: Effects on Carbon Dynamics and Water Use Efficiency in European Beech

Ph.D. candidate: Saponaro V.; Tutor(s): Chiti T., Dalmonech D., Collalti A.

University of Tuscia Ph.D. Thesis, 2025

 

Modelling the effects of climate change on soil heterotrophic respiration in forest ecosystems. Empirical versus Mechanistic approach.

Ph.D. candidate: Biondo C.; Tutor(s): Papale D., Collalti A.

University of Tuscia Ph.D. Thesis, 2020PDF ResearchGate

​​

​Climate change mitigation by forests: a case study on the role of management on carbon dynamics of a pine forest in South Italy

Ph.D. candidate: Pellicone G.; Tutor(s): ..., Collalti A.

University of Tuscia Ph.D. Thesis, 2018PDF ResearchGate

​​

Assessing NEE and Carbon Dynamics among 5 European Forest types: Development and Validation of a new Phenology and Soil Carbon routines within the process-oriented 3D-CMCC-Forest-Ecosystem Model

M.Sc. candidate: Marconi S.; Tutos(s): Chiti T., Valentini R., Collalti A.

University of Tuscia M. Sc. Thesis, 2014PDF ResearchGate

Sviluppo di un modello dinamico ecologico-forestale per foreste a struttura complessa 

Ph.D. candidate: Collalti A., Tutor(s):  Valentini R.

University of Tuscia Ph.D. Thesis, 2011 - PDF - ResearchGate

Books and
book chapters 

Monitoring and Predicting Forest Growth and Dynamics (Book)
Collalti A., Dalmonech D., Vangi E., Marano G., Puchi P.F., Morichetti M., Saponaro V., Orrico, M.R., Grieco E.

CNR Edizioni;  https://doi.org/10.32018/ForModLab-book-2024 - PDF - ResearchGate - ISBN 978-88-8080-655-4

Modeling Forest Response to Climate Change (Book)

Dalmonech D., Marano G., Collalti A.

MDPI AG;  https://doi.org/10.3390/books978-3-7258-1758-0 - PDF - ResearchGate - ISBN 978-3-7258-1757-3

3D-CMCC-FEM (Coupled Model Carbon Cycle) BioGeoChemical and Biophysical Forest Ecosystem Model User's Guide (v.5.x.x)

Collalti A., Dalmonech D., Marano G., Vangi E., Puchi P., Grieco E., Orrico M.

CNR Edizioni; https://doi.org/10.32018/3D-CMCC-FEM-2022 - PFD - ResearchGate - ISBN 978-88-8080-573-1

 

 

Growth and Allocation of Woody Biomass in Forest Trees Based on Environmental Conditions

Todaro L., Rita A., Collalti A.

MDPI AGhttps://doi.org/10.3390/books978-3-0365-0437-7, ISBN 978-3-0365-0436-0 - PDF - ResearchGate

​​

​The Role of Respiration in Estimation of Net Carbon Cycle: Coupling Soil Carbon Dynamics and Canopy Turnover in a Novel Version of 3D-CMCC Forest Ecosystem Model

Marconi S., Chiti T., Nolè A., Valentini R., Collalti A.

in: "Forest Soil Respiration under Climate Change" Jandl R., Rodeghiero M, Forest MDPI, ISBN 978-3-03897-179-5, 2018 - PDF ResearchGate

​​

​Adaptation and Mitigation

Barbati A., Scarascia-Mugnozza G., Sezgin A., Blasi E., Calama R., Canaveira P., Cicatiello C., Collalti A., del Rio M., Ducci P., Perugini L.

in: "State of Mediterranean Forests 2018" Food and Agricolture Organization of the United Nations and Plan Bleu, ISBN 978-92-5-131047-2, 2018 - PDF - ResearchGate

The Role of Managed Forest Ecosystems: A Modeling Based Approach

Nolè A., Collalti A., Borghetti M., Chiesi M., Chirici G., Magnani F., Marras S., Maselli F., Sirca C., Spano D., Valentini R.

in: "The Greenhouse Gas Balance of Italy" Valentini R., Miglietta F. Environmental Science & Engineering, Springer, ISSN 1863-5520, 2015 - PDF ResearchGate

Databases 

Forest production efficiency increases with growth temperature

Collalti A., Ibrom A., Stockmarr A., Cescatti A., Alkama R., Fernández-Martínez M., ..., Sitch S., Friedlingstein P., Ciais P., Goll D.S., Nabel J.E.M.S., Pongratz J., Arneth A., Haverd V., Prentice I.C..
Zenodo; https://doi.org/10.5281/zenodo.3953478  

​​​

The PROFOUND database for evaluating vegetation models and simulating climate impacts on forests

Reyer C.P.O., Silveyra Gonzalez R., Dolos K., Hartig F., Hauf Y., Noack M., Lasch-Born P., Rötzer T., Pretzsch H., Meesenburg H., Fleck S., Wagner M., Bolte A., Sanders T., Kolari P., Mäkelä A., Vesala T., Mammarella I., Pumpanen J., ..., Collalti A., D’Andrea E., Trotta C., Foltýnová L., Krejza J., Ibrom A., Pilegaard K., Loustau D., Bonnefond J.-M., Berbigier P., Picart D., Lafont S., Dietze M., Cameron D., Vieno M., Tian H., Palacios A., Cicuendez V., Recuero L., Wieze K., Büchner M., Lange S., Volkholz J., Kim H., Weedon G.P., Sheffield J., Vega del Valle I., Suckow F., Horemans J., Martel S., Bohn F., Steinkamp J., Chikalanov A., Frieler K.
V.0.1.12. GFZ Data Services: http://doi.org/10.5880/PIK.2019.008

 

Forest Modelling Lab.

National Research Council of Italy |

Institute for Agriculture and Forestry System in the Mediterranean

2024. All Rights Reserved

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