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Pubblicazioni Scientifiche
Filtri di ricerca 18 risultati
Pubblicazioni per anno
Plant functional traits are correlated with species persistence in the herb layer of old-growth beech forests
Campetella
,
Giandiego
,
Chelli
,
Stefano
,
Simonetti
,
Enrico
,
Damiani
,
Claudia
,
Bartha
,
Sándor
,
Wellstein
,
Camilla
,
Giorgini
,
Daniele
,
Puletti
,
Nicola
,
Mucina
,
Ladislav
,
Cervellini
,
Marco
,
Canullo
,
R.
beech
forest
genetics
plant leaf
plant seed
quantitative trait
fagus
forests
plant leaves
heritable
seeds
Mostra abstract
This paper explores which traits are correlated with fine-scale (0.25 m<sup>2</sup>) species persistence patterns in the herb layer of old-growth forests. Four old-growth beech forests representing different climatic contexts (presence or absence of summer drought period) were selected along a north–south gradient in Italy. Eight surveys were conducted in each of the sites during the period spanning 1999–2011. We found that fine-scale species persistence was correlated with different sets of plant functional traits, depending on local ecological context. Seed mass was found to be as important for the fine-scale species persistence in the northern sites, while clonal and bud-bank traits were markedly correlated with the southern sites characterised by summer drought. Leaf traits appeared to correlate with species persistence in the drier and wetter sites. However, we found that different attributes, i.e. helomorphic vs scleromorphic leaves, were correlated to species persistence in the northernmost and southernmost sites, respectively. These differences appear to be dependent on local trait adaptation rather than plant phylogenetic history. Our findings suggest that the persistent species in the old-growth forests might adopt an acquisitive resource-use strategy (i.e. helomorphic leaves with high SLA) with higher seed mass in sites without summer drought, while under water-stressed conditions persistent species have a conservative resource-use strategy (i.e. scleromorphic leaves with low SLA) with an increased importance of clonal and resprouting ability. © 2020, The Author(s).
Effects of climate, soil, forest structure and land use on the functional composition of the understorey in Italian forests
Chelli
,
Stefano
,
Simonetti
,
Enrico
,
Wellstein
,
Camilla
,
Campetella
,
Giandiego
,
Carnicelli
,
Stefano
,
Andreetta
,
Anna
,
Giorgini
,
Daniele
,
Puletti
,
Nicola
,
Bartha
,
Sándor
,
Canullo
,
R.
plant height
seed mass
specific leaf area
climate–soil interactions
community-weighted mean
functional biogeography
temperature seasonality
trait–environment relationship
Mostra abstract
Question: In functional biogeography studies, generalizable patterns in the relationship between plant traits and the environment have yet to emerge. Local drivers (i.e., soil, land use, vegetation structure) can increase our understanding of the trait–environment relationship. What is the role of climate and local drivers in shaping abundance-weighted trait patterns of forest understories at biogeographic scales?. Location: Italian forests. Methods: We selected 201 sites that are statistically representative for the heterogeneity of Italian forests across three biogeographic regions (alpine, continental, and mediterranean). Understorey vegetation was recorded for each site on an area of 400 m<sup>2</sup>, together with 25 environmental variables related to climate, soil, land use and forest structure. Specific leaf area (SLA), plant height (H) and seed mass (SM) were obtained from databases. Community-weighted mean (CWM) values were calculated. Variance partitioning was used to identify the relative role of groups of environmental variables on the CWM of traits. Generalized Additive Models were used to assess the relationship between traits and single variables. Results: Climate alone and climate–soil interactions explained the largest proportion of the variation of all the traits (13.7% to 22.8%). Temperature-related factors as well as soil N and P availability were the climatic and edaphic explanatory variables most correlated to trait variation. Forest structure and land use accounted for a smaller percentage of the variation in traits. Land-use factors alone were important in explaining only SLA variation. Conclusions: While climate plays a major role in trait–environment relationships in forest understories, our results highlighted the need to integrate at least soil properties as local drivers of trait variation in broad scale functional biogeography studies of these systems. © 2019 International Association for Vegetation Science
Regions of provenance for reproductive materials of the three main forest species of Abruzzi
Marchi
,
Maurizio
,
Chiavetta
,
U.
,
Castaldi
,
Cristiano
,
Di Silvestro
,
Daniela
,
Contu
,
Francesco
,
Ducci
,
Fulvio
Mostra abstract
Regions of provenance of reproductive materials are a mandatory tool for the management of forest genetic resources in Europe. Italian regulation (D. Lgs. 386/2003), in contrast with other European countries, gives this role to regional administrations. Here we present a map of the Regions of Provenance for Abruzzi in central Italy. Three environmental zones were identified according to climatic variability using a spatial clustering procedure and the three main forest species for the region were mapped: European beech (Fagus sylvatica L.), European black pine (Pinus nigra J.F. Arnold) and Turkey oak (Quercus cerris L.). The results show that the main driving factors for clustering are temperature regimes reflecting the contrast between the continental climate of the interior of the region versus the Mediterranean climate on the coast. This effect was also evident in the delineation of the Regions of Provenance for the three main species where elevation plays a key role in the selection of seed stands. The Regions of Provenance of the three species will be used for the correct management of forest reproductive materials collected from the six seed stands of the Region. © 2016 Ugo Chiavetta.
Assessing the maintenance of forest resources and their contribution to carbon cycles
Becagli
,
Claudia
,
Bertini
,
Giada
,
Cammarano
,
Mario
,
Cantiani
,
Paolo
,
Čater
,
Matjaž
,
Chiavetta
,
U.
,
Coletta
,
Vittoria
,
Conforti
,
Massimo
,
D'Andrea
,
Ettore
,
Di Salvatore
,
D.
,
Fabbio
,
Gianfranco
,
Ferlan
,
Mitja
,
Ferreira
,
Andreja
,
Ferretti
,
Fabrizio
,
Giovannozzi Sermanni
,
A.
,
Kobler
,
Andrej
,
Kovač
,
Marko
,
Marinšek
,
Aleksander
,
Micali
,
Marco
,
Pellicone
,
Gaetano
,
Planinšek
,
Špela
,
Rezaei
,
N.
,
Sicuriello
,
Flavia
,
Skudnik
,
Mitja
,
Tonti
,
Daniela
TRY plant trait database – enhanced coverage and open access
Kattge
,
Jens
,
Bönisch
,
Gerhard
,
Díaz
,
Sandra M.
,
Lavorel
,
Sandra
,
Prentice
,
Iain Colin
,
Leadley
,
Paul W.
,
Tautenhahn
,
Susanne
,
Werner
,
Gijsbert
,
Aakala
,
Tuomas
,
Abedi
,
Mehdi
,
Acosta
,
Alicia Teresa Rosario
,
Adamidis
,
George C.
,
Adamson
,
Kairi
,
Aiba
,
Masahiro
,
Albert
,
Cécile Hélène
,
Alcántara
,
Julio M.
,
Alcázar C
,
Carolina
,
Aleixo
,
Izabela
,
Ali
,
Hamada E.
,
Amiaud
,
Bernard
,
Ammer
,
Christian
,
Amoroso
,
Mariano Martín
,
Anand
,
Madhur
,
Anderson
,
Carolyn G.
,
Anten
,
Niels P.R.
,
Antos
,
Joseph A.
,
Apgaua
,
Deborah Mattos Guimarães
,
Ashman
,
Tia Lynn
,
Asmara
,
Degi Harja
,
Asner
,
Gregory P.
,
Aspinwall
,
Michael J.
,
Atkin
,
Owen K.
,
Aubin
,
Isabelle
,
Baastrup-Spohr
,
Lars
,
Bahalkeh
,
Khadijeh
,
Bahn
,
Michael
,
Baker
,
Timothy R.
,
Baker
,
William J.
,
Bakker
,
Jan P.
,
Baldocchi
,
Dennis D.
,
Baltzer
,
Jennifer L.
,
Banerjee
,
Arindam
,
Baranger
,
Anne
,
Barlow
,
Jos B.
,
Barneche
,
Diego R.
,
Baruch
,
Zdravko
,
Bastianelli
,
Denis
,
Battles
,
John J.
,
Bauerle
,
William L.
,
Bauters
,
Marijn
,
Bazzato
,
Erika
,
Beckmann
,
Michael
,
Beeckman
,
Hans
,
Beierkuhnlein
,
Carl
,
Bekker
,
Renée M.
,
Belfry
,
Gavin
,
Belluau
,
Michaël
,
Beloiu Schwenke
,
Mirela
,
Benavides
,
Raquel
,
Benomar
,
Lahcen
,
Berdugo-Lattke
,
Mary Lee
,
Berenguer
,
Erika
,
Bergamin
,
Rodrigo Scarton
,
Bergmann
,
Joana
,
Carlucci
,
Marcos B.
,
Berner
,
Logan T.
,
Bernhardt-Römermann
,
Markus
,
Bigler
,
Christof
,
Bjorkman
,
Anne D.
,
Blackman
,
Chris J.
,
Blanco
,
Carolina Casagrande
,
Blonder
,
Benjamin Wong
,
Blumenthal
,
Dana M.
,
Bocanegra-González
,
Kelly Tatiana
,
Boeckx
,
Pascal
,
Bohlman
,
Stephanie Ann
,
Böhning-Gaese
,
Katrin
,
Boisvert-Marsh
,
Laura
,
Bond
,
William J.
,
Bond-Lamberty
,
Ben P.
,
Boom
,
Arnoud
,
Boonman
,
Coline C.F.
,
Bordin
,
Kauane Maiara
,
Boughton
,
Elizabeth H.
,
Boukili
,
Vanessa K.S.
,
Bowman
,
David M.J.S.
,
Bravo
,
Sandra Josefina
,
Brendel
,
Marco R.
,
Broadley
,
Martin R.
,
Brown
,
Kerry A.
,
Bruelheide
,
Helge
,
Brumnich
,
Federico
,
Bruun
,
Hans Henrik
,
Bruy
,
David
,
Buchanan
,
Serra Willow
,
Bucher
,
Solveig Franziska
,
Buchmann
,
Nina
,
Buitenwerf
,
Robert
,
Bunker
,
Daniel E.
,
Bürger
,
Jana
functional diversity
data coverage
data integration
data representativeness
plant traits
try plant trait database
Mostra abstract
Plant traits—the morphological, anatomical, physiological, biochemical and phenological characteristics of plants—determine how plants respond to environmental factors, affect other trophic levels, and influence ecosystem properties and their benefits and detriments to people. Plant trait data thus represent the basis for a vast area of research spanning from evolutionary biology, community and functional ecology, to biodiversity conservation, ecosystem and landscape management, restoration, biogeography and earth system modelling. Since its foundation in 2007, the TRY database of plant traits has grown continuously. It now provides unprecedented data coverage under an open access data policy and is the main plant trait database used by the research community worldwide. Increasingly, the TRY database also supports new frontiers of trait-based plant research, including the identification of data gaps and the subsequent mobilization or measurement of new data. To support this development, in this article we evaluate the extent of the trait data compiled in TRY and analyse emerging patterns of data coverage and representativeness. Best species coverage is achieved for categorical traits—almost complete coverage for ‘plant growth form’. However, most traits relevant for ecology and vegetation modelling are characterized by continuous intraspecific variation and trait–environmental relationships. These traits have to be measured on individual plants in their respective environment. Despite unprecedented data coverage, we observe a humbling lack of completeness and representativeness of these continuous traits in many aspects. We, therefore, conclude that reducing data gaps and biases in the TRY database remains a key challenge and requires a coordinated approach to data mobilization and trait measurements. This can only be achieved in collaboration with other initiatives. © 2019 The Authors. Global Change Biology published by John Wiley & Sons Ltd
Sustainable forest planning: Assessing biodiversity effects of Triad zoning based on empirical data and virtual landscapes
Duflot
,
Rémi
,
Heinrichs
,
Steffi
,
Balducci
,
Lorenzo
,
Chianucci
,
Francesco
,
Hofmeister
,
Jeňýk
,
Paillet
,
Yoan
,
Trentanovi
,
Giovanni
,
Archaux
,
Frédéric
,
Boch
,
Steffen
,
Bouget
,
Christophe
,
Dvořák
,
Daniel
,
Fischer
,
Markus
,
Gosselin
,
Frédéric
,
Gosselin
,
Marion
,
Goßner
,
Martin M.
,
Holá
,
Eva
,
Hošek
,
Jan
,
Jung
,
Kirsten G.
,
Palice
,
Zdeněk
,
Renner
,
Swen C.
,
Weisser
,
Wolfgang W.
,
Nagel
,
Thomas A.
,
Burrascano
,
Sabina
,
Schall
,
Peter
Mostra abstract
The Triad framework seeks to balance the economic and ecological functions in forested landscapes by combining intensively, extensively, and unmanaged areas, assuming a higher support to biodiversity in extensively rather than in intensively managed forests. We quantified the effects of Triad zoning on biodiversity in (sub)montane eutrophic European beech forests. Using a European-wide multitaxon database and a “virtual” landscape approach (i.e., by resampling empirical data), we evaluated how the proportion of Triad management categories affected the landscape-level species diversity of birds, saproxylic beetles, vascular plants, epiphytic bryophytes, lichens, and wood-inhabiting fungi, as well as multitaxonomic diversity. The results varied greatly among taxonomic groups. Multitaxonomic diversity peaked in landscapes composed of 60% unmanaged and 40% intensively managed forests. While intensive management can benefit some taxa through the creation of open habitats, unmanaged forests are the backbone of biodiversity conservation, underlining the need to safeguard the remaining old-growth forests under natural dynamics, and to extend the current area of unmanaged forests in Europe. Extensive forest management, however, did not contribute to biodiversity conservation as expected. As withdrawing such a high proportion of European forest landscapes from management is unfeasible given the increasing demand for timber, efforts are needed to increase the presence of structural features supporting biodiversity into extensively managed forests. © © 2025 the Author(s).
Towards an effective in-situ biodiversity assessment in European forests
Burrascano
,
Sabina
,
Chojnacki
,
Lucas
,
Balducci
,
Lorenzo
,
Chianucci
,
Francesco
,
Haeler
,
Elena
,
Kepfer-Rojas
,
Sebastian
,
Paillet
,
Yoan
,
de Andrade
,
Rafael Barreto
,
Boch
,
Steffen
,
de Smedt
,
Pallieter
,
Fischer
,
Markus
,
Mijangos
,
Itziar Garcia
,
Heilmann-Clausen
,
Jacob
,
Hofmeister
,
Jeňýk
,
Hošek
,
Jan
,
Kozák
,
Daniel
,
Kutszegi
,
Gergely
,
Lachat
,
Thibault
,
Mikoláš
,
Martin
,
Samu
,
Ferenc
,
Ravera
,
Sonia
,
Schall
,
Peter
,
Sitzia
,
Tommaso
,
Svoboda
,
Miroslav
,
Trentanovi
,
Giovanni
,
Ujházyová
,
Mariana
,
Vandekerkhove
,
Kris
,
Tinya
,
Flóra
,
Ódor
,
Péter
forest biodiversity
vascular plants
birds
epiphytic bryophytes
epiphytic lichens
monitoring network
multivariate standard error
rarefaction curves
saproxylic beetles
wood-inhabiting fungi
Mostra abstract
Assessing multi-taxon biodiversity is crucial to understand forests’ response to environmental changes and to inform management strategies. In Europe, forest biodiversity monitoring is still scattered and heterogeneous, although a long-term monitoring network has long been advocated. Given the monitoring aims reported in various EU policies, this network should be accurately designed also through the estimation of its sampling effort, here intended as the number of sampling plots and sites. We used a novel database of forest multi-taxon biodiversity for a pilot study to: estimate the minimum sampling effort needed to: assess variation in species richness and composition; compare these estimates with the efforts invested in the pilot database; discuss estimates’ differences across taxonomic groups and forest categories. We focused on six taxonomic groups (vascular plants, birds, epiphytic lichens and bryophytes, wood-inhabiting fungi and saproxylic beetles) across six forest categories. Based on 6,165 plots at 2,084 different locations across Europe, we benchmarked the effort to achieve: a complete species richness estimate through interpolation/extrapolation curves, and a precise evaluation of species composition variation through multivariate standard error. Our estimates differed widely, especially among taxonomic groups. For species richness, estimates range from 3 to 147 plots per site across 3 to 29 sites per forest category, with birds and epiphytic bryophytes requiring the least effort. For species composition, estimates range from 5 to over 25 plots per site across 5 to 20 sites per forest category, with saproxylic beetles, vascular plants, and fungi displaying the highest estimates. The taxonomic groups requiring an effort comparable to existing data were the least diverse, all the others need greater efforts, either for species richness (e.g., saproxylic beetles), or species composition (e.g., vascular plants), or both (e.g., wood-inhabiting fungi). An effective monitoring network of European forests’ biodiversity should thoroughly account for these benchmarks and for their taxon-dependency. © 2025
The Relationship Between Maturation Size and Maximum Tree Size From Tropical to Boreal Climates
Journé
,
Valentin
,
Bogdziewicz
,
Michał
,
Courbaud
,
Benoít
,
Kunstler
,
Georges
,
Qiu
,
Tong
,
Aravena Acuña
,
Marie Claire
,
Ascoli
,
Davide
,
Bergeron
,
Yves
,
Berveiller
,
Daniel
,
Boivin
,
Thomas
,
Bonal
,
Raúl
,
Caignard
,
Thomas
,
Cailleret
,
Maxime
,
Calama
,
Rafael A.
,
Camarero
,
Jesús Julio
,
Chang-Yang
,
Chia Hao
,
Chave
,
Jérôme
,
Chianucci
,
Francesco
,
Curt
,
Thomas
,
Cutini
,
Andrea
,
Das
,
Adrian J.
,
Daskalakou
,
Evangelia N.
,
Davi
,
Hendrik
,
Delpierre
,
Nicolas
,
Delzon
,
Sylvain
,
Dietze
,
Michael C.
,
Calderon
,
Sergio Donoso
,
Dormont
,
Laurent
,
Espelta
,
Josep Maria
,
Farfan-Rios
,
William R.
,
Fenner
,
Michael
,
Franklin
,
Jerry F.
,
Gehring
,
Catherine A.
,
Gilbert
,
Gregory S.
,
Gratzer
,
Georg
,
Greenberg
,
Cathryn H.
,
Guignabert
,
Arthur
,
Guo
,
Qinfeng
,
Hacket-Pain
,
Andrew J.
,
Hampe
,
Arndt
,
Han
,
Qingmin
,
Hanley
,
Mick E.
,
Hille Ris Lambers
,
Janneke
,
Holik
,
Jan
,
Hoshizaki
,
K.
,
Ibáñez
,
Inés
,
Johnstone
,
Jill F.
,
Knops
,
Johannes Michael Hubertus
,
Kobe
,
Richard K.
,
Kurokawa
,
Hiroko
,
Lageard
,
Jonathan G.A.
,
LaMontagne
,
Jalene M.
,
Ledwoń
,
Mateusz
,
Lefèvre
,
François
,
Leininger
,
Theodor D.
,
Limousin
,
Jean Marc
,
Lutz
,
James A.
,
Macias
,
Diana S.
,
Mårell
,
Anders
,
McIntire
,
Eliot J.B.
,
Moran
,
Emily V.
,
Motta
,
Renzo
,
Myers
,
Jonathan A.
,
Nagel
,
Thomas A.
,
Naoe
,
Shoji
,
Noguchi
,
Mahoko
,
Norghauer
,
Julian M.
,
Oguro
,
Michio
,
Ourcival
,
Jean Marc
,
Parmenter
,
Robert R.
,
Pearse
,
Ian S.
,
Pérez-Ramos
,
Ignacio M.
,
Piechnik
,
Łukasz
,
Podgórski
,
Tomasz
,
Poulsen
,
John R.
,
Redmond
,
Miranda D.
,
Reid
,
Chantal D.
,
Šamonil
,
Pavel
,
Scher
,
C. Lane
,
Schlesinger
,
William H.
,
Seget
,
Barbara
,
Sharma
,
Shubhi
,
Shibata
,
Mitsue
,
Silman
,
Miles R.
,
Steele
,
Michael A.
,
Stephenson
,
Nathan L.
,
Straub
,
Jacob N.
,
Sutton
,
Samantha
,
Swenson
,
Jennifer J.
,
Swift
,
Margaret
,
Thomas
,
Peter A.
,
Uríarte
,
María
,
Vacchiano
,
Giorgio
,
Whipple
,
Amy Vaughn
,
Whitham
,
Thomas G.
,
Wright
,
Stuart Joseph
,
Zhu
,
Kai
,
Zimmerman
,
Jess K.
,
Żywiec
,
Magdalena
,
Clark
,
James S.
Mostra abstract
The fundamental trade-off between current and future reproduction has long been considered to result in a tendency for species that can grow large to begin reproduction at a larger size. Due to the prolonged time required to reach maturity, estimates of tree maturation size remain very rare and we lack a global view on the generality and the shape of this trade-off. Using seed production from five continents, we estimate tree maturation sizes for 486 tree species spanning tropical to boreal climates. Results show that a species' maturation size increases with maximum size, but in a non-proportional way: the largest species begin reproduction at smaller sizes than would be expected if maturation were simply proportional to maximum size. Furthermore, the decrease in relative maturation size is steepest in cold climates. These findings on maturation size drivers are key to accurately represent forests' responses to disturbance and climate change. © 2024 John Wiley & Sons Ltd.
Where are we now with European forest multi-taxon biodiversity and where can we head to?
Burrascano
,
Sabina
,
Chianucci
,
Francesco
,
Trentanovi
,
Giovanni
,
Kepfer-Rojas
,
Sebastian
,
Sitzia
,
Tommaso
,
Tinya
,
Flóra
,
Doerfler
,
Inken
,
Paillet
,
Yoan
,
Nagel
,
Thomas A.
,
Mitić
,
Božena
,
Morillas
,
Lourdes
,
Munzi
,
Silvana
,
Van Der Sluis
,
Theo
,
Alterio
,
Edoardo
,
Balducci
,
Lorenzo
,
de Andrade
,
Rafael Barreto
,
Bouget
,
Christophe
,
Giordani
,
P.
,
Lachat
,
Thibault
,
Matošević
,
Dinka
,
Napoleone
,
Francesca
,
Nascimbene
,
Juri
,
Paniccia
,
Chiara
,
Roth
,
Nicolas
,
Aszalós
,
Réka
,
Brazaitis
,
Gediminas
,
Cutini
,
Andrea
,
D'Andrea
,
Ettore
,
de Smedt
,
Pallieter
,
Heilmann-Clausen
,
Jacob
,
Janssen
,
Philippe
,
Kozák
,
Daniel
,
Mårell
,
Anders
,
Mikoláš
,
Martin
,
Nordén
,
Björn
,
Matula
,
Radim
,
Schall
,
Peter
,
Svoboda
,
Miroslav
,
Ujházyová
,
Mariana
,
Vandekerkhove
,
Kris
,
Wohlwend
,
Michael Rudolf
,
Xystrakis
,
Fotios
,
Aleffi
,
Michele
,
Ammer
,
Christian
,
Archaux
,
Frédéric
,
Asbeck
,
Thomas
,
N Avtzis
,
Dimitrios N.
,
Ayasse
,
Manfred
,
Bagella
,
Simonetta
,
Balestrieri
,
Rosario
,
Barbati
,
Anna
,
Basile
,
Marco
,
Bergamini
,
Ariel
,
Bertini
,
Giada
,
Biscaccianti
,
Alessandro Bruno
,
Boch
,
Steffen
,
Bölöni
,
János
,
Bombi
,
Pierluigi
,
Boscardin
,
Yves
,
Brunialti
,
Giorgio
,
Bruun
,
Hans Henrik
,
Buscot
,
François
,
Byriel
,
David Bille
,
Campagnaro
,
Thomas
,
Campanaro
,
Alessandro
,
Chauvat
,
Matthieu
,
Ciach
,
Michał
,
Čiliak
,
Marek
,
Cistrone
,
Luca
,
Pereira
,
Joaò Manuel Cordeiro
,
Daniel
,
Rolf
,
de Cinti
,
Bruno
,
de Filippo
,
Gabriele
,
Dekoninck
,
Wouter
,
Di Salvatore
,
Umberto
,
Dumas
,
Yann
,
Elek
,
Zoltán
,
Ferretti
,
Fabrizio
,
Fotakis
,
Dimitrios G.
,
Frank
,
Tamás
,
Frey
,
Julian
,
Giancola
,
Carmen
,
Gömöryová
,
Erika
,
Gosselin
,
Marion
,
Gosselin
,
Frédéric
,
Goßner
,
Martin M.
,
Götmark
,
Frank
,
Haeler
,
Elena
,
Hansen
,
Aslak Kappel
,
Hertzog
,
Lionel R.
,
Hofmeister
,
Jeňýk
,
Hošek
,
Jan
,
Johannsen
,
Vivian Kvist
,
Justensen
,
Mathias Just
,
Korboulewsky
,
Nathalie
,
Kovács
,
Bence
,
Lakatos
,
Ferenc
,
Landivar
,
Carlos Miguel
,
Lens
,
Luc
,
Lingua
,
Emanuele
forest biodiversity
biodiversity conservation
forest stand structure
multi-taxon
sustainable management
Mostra abstract
The European biodiversity and forest strategies rely on forest sustainable management (SFM) to conserve forest biodiversity. However, current sustainability assessments hardly account for direct biodiversity indicators. We focused on forest multi-taxon biodiversity to: i) gather and map the existing information; ii) identify knowledge and research gaps; iii) discuss its research potential. We established a research network to fit data on species, standing trees, lying deadwood and sampling unit description from 34 local datasets across 3591 sampling units. A total of 8724 species were represented, with the share of common and rare species varying across taxonomic classes: some included many species with several rare ones (e.g., Insecta); others (e.g., Bryopsida) were represented by few common species. Tree-related structural attributes were sampled in a subset of sampling units (2889; 2356; 2309 and 1388 respectively for diameter, height, deadwood and microhabitats). Overall, multi-taxon studies are biased towards mature forests and may underrepresent the species related to other developmental phases. European forest compositional categories were all represented, but beech forests were over-represented as compared to thermophilous and boreal forests. Most sampling units (94%) were referred to a habitat type of conservation concern. Existing information may support European conservation and SFM strategies in: (i) methodological harmonization and coordinated monitoring; (ii) definition and testing of SFM indicators and thresholds; (iii) data-driven assessment of the effects of environmental and management drivers on multi-taxon forest biological and functional diversity, (iv) multi-scale forest monitoring integrating in-situ and remotely sensed information. © 2023 The Authors
Linking seed size and number to trait syndromes in trees
Bogdziewicz
,
Michał
,
Aravena Acuña
,
Marie Claire
,
Andrus
,
Robert A.
,
Ascoli
,
Davide
,
Bergeron
,
Yves
,
Brveiller
,
Daniel
,
Boivin
,
Thomas
,
Bonal
,
Raúl
,
Caignard
,
Thomas
,
Cailleret
,
Maxime
,
Calama
,
Rafael A.
,
Calderon
,
Sergio Donoso
,
Camarero
,
Jesús Julio
,
Chang-Yang
,
Chia Hao
,
Chave
,
Jérôme
,
Chianucci
,
Francesco
,
Cleavitt
,
Natalie L.
,
Courbaud
,
Benoít
,
Cutini
,
Andrea
,
Curt
,
Thomas
,
Das
,
Adrian J.
,
Davi
,
Hendrik
,
Delpierre
,
Nicolas
,
Delzon
,
Sylvain
,
Dietze
,
Michael C.
,
Dormont
,
Laurent
,
Farfan-Rios
,
William R.
,
Gehring
,
Catherine A.
,
Gilbert
,
Gregory S.
,
Gratzer
,
Georg
,
Greenberg
,
Cathryn H.
,
Guignabert
,
Arthur
,
Guo
,
Qinfeng
,
Hacket-Pain
,
Andrew J.
,
Hampe
,
Arndt
,
Han
,
Qingmin
,
Hoshizaki
,
K.
,
Ibáñez
,
Inés
,
Johnstone
,
Jill F.
,
Journé
,
Valentin
,
Kitzberger
,
Thomas A.
,
Knops
,
Johannes Michael Hubertus
,
Kunstler
,
Georges
,
Kobe
,
Richard K.
,
Lageard
,
Jonathan G.A.
,
LaMontagne
,
Jalene M.
,
Ledwoń
,
Mateusz
,
Leininger
,
Theodor D.
,
Limousin
,
Jean Marc
,
Lutz
,
James A.
,
Macias
,
Diana S.
,
Mårell
,
Anders
,
McIntire
,
Eliot J.B.
,
Moran
,
Emily V.
,
Motta
,
Renzo
,
Myers
,
Jonathan A.
,
Nagel
,
Thomas A.
,
Naoe
,
Shoji
,
Noguchi
,
Mahoko
,
Oguro
,
Michio
,
Kurokawa
,
Hiroko
,
Ourcival
,
Jean Marc
,
Parmenter
,
Robert R.
,
Pérez-Ramos
,
Ignacio M.
,
Piechnik
,
Łukasz
,
Podgórski
,
Tomasz
,
Poulsen
,
John R.
,
Qiu
,
Tong
,
Redmond
,
Miranda D.
,
Reid
,
Chantal D.
,
Rodman
,
Kyle C.
,
Šamonil
,
Pavel
,
Holik
,
Jan
,
Scher
,
C. Lane
,
van Marle
,
Harald Schmidt
,
Seget
,
Barbara
,
Shibata
,
Mitsue
,
Sharma
,
Shubhi
,
Silman
,
Miles R.
,
Steele
,
Michael A.
,
Straub
,
Jacob N.
,
Sun
,
I. Fang
,
Sutton
,
Samantha
,
Swenson
,
Jennifer J.
,
Thomas
,
Peter A.
,
Uríarte
,
María
,
Vacchiano
,
Giorgio
,
Veblen
,
Thomas Thorstein
,
Wright
,
Boyd R.
,
Wright
,
Stuart Joseph
,
Whitham
,
Thomas G.
,
Zhu
,
Kai
,
Zimmerman
,
Jess K.
,
Żywiec
,
Magdalena
,
Clark
,
James S.
Mostra abstract
Aim: Our understanding of the mechanisms that maintain forest diversity under changing climate can benefit from knowledge about traits that are closely linked to fitness. We tested whether the link between traits and seed number and seed size is consistent with two hypotheses, termed the leaf economics spectrum and the plant size syndrome, or whether reproduction represents an independent dimension related to a seed size–seed number trade-off. Location: Most of the data come from Europe, North and Central America and East Asia. A minority of the data come from South America, Africa and Australia. Time period: 1960–2022. Major taxa studied: Trees. Methods: We gathered 12 million observations of the number of seeds produced in 784 tree species. We estimated the number of seeds produced by individual trees and scaled it up to the species level. Next, we used principal components analysis and generalized joint attribute modelling (GJAM) to map seed number and size on the tree traits spectrum. Results: Incorporating seed size and number into trait analysis while controlling for environment and phylogeny with GJAM exposes relationships in trees that might otherwise remain hidden. Production of the large total biomass of seeds [product of seed number and seed size; hereafter, species seed productivity (SSP)] is associated with high leaf area, low foliar nitrogen, low specific leaf area (SLA) and dense wood. Production of high seed numbers is associated with small seeds produced by nutrient-demanding species with softwood, small leaves and high SLA. Trait covariation is consistent with opposing strategies: one fast-growing, early successional, with high dispersal, and the other slow-growing, stress-tolerant, that recruit in shaded conditions. Main conclusions: Earth system models currently assume that reproductive allocation is indifferent among plant functional types. Easily measurable seed size is a strong predictor of the seed number and species seed productivity. The connection of SSP with the functional traits can form the first basis of improved fecundity prediction across global forests. © 2023 John Wiley & Sons Ltd.
Words apart: Standardizing forestry terms and definitions across European biodiversity studies
Trentanovi
,
Giovanni
,
Campagnaro
,
Thomas
,
Sitzia
,
Tommaso
,
Chianucci
,
Francesco
,
Vacchiano
,
Giorgio
,
Ammer
,
Christian
,
Ciach
,
Michał
,
Nagel
,
Thomas A.
,
del Río
,
Miren
,
Paillet
,
Yoan
,
Munzi
,
Silvana
,
Vandekerkhove
,
Kris
,
Bravo-Oviedo
,
Andrés
,
Cutini
,
Andrea
,
D'Andrea
,
Ettore
,
de Smedt
,
Pallieter
,
Doerfler
,
Inken
,
Fotakis
,
Dimitrios G.
,
Heilmann-Clausen
,
Jacob
,
Hofmeister
,
Jeňýk
,
Hošek
,
Jan
,
Janssen
,
Philippe
,
Kepfer-Rojas
,
Sebastian
,
Korboulewsky
,
Nathalie
,
Kovács
,
Bence
,
Kozák
,
Daniel
,
Lachat
,
Thibault
,
Mårell
,
Anders
,
Matula
,
Radim
,
Mikoláš
,
Martin
,
Nordén
,
Björn
,
Ódor
,
Péter
,
Perović
,
Marko
,
Pötzelsberger
,
Elisabeth
,
Schall
,
Peter
,
Svoboda
,
Miroslav
,
Tinya
,
Flóra
,
Ujházyová
,
Mariana
,
Burrascano
,
Sabina
Mostra abstract
Forest biodiversity studies conducted across Europe use a multitude of forestry terms, often inconsistently. This hinders the comparability across studies and makes the assessment of the impacts of forest management on biodiversity highly context-dependent. Recent attempts to standardize forestry and stand description terminology mostly used a top-down approach that did not account for the perspectives and approaches of forest biodiversity experts. This work aims to establish common standards for silvicultural and vegetation definitions, creating a shared conceptual framework for a consistent study on the effects of forest management on biodiversity. We have identified both strengths and weaknesses of the silvicultural and vegetation information provided in forest biodiversity studies. While quantitative data on forest biomass and dominant tree species are frequently included, information on silvicultural activities and vegetation composition is often lacking, shallow, or based on broad and heterogeneous classifications. We discuss the existing classifications and their use in European forest biodiversity studies through a novel bottom-up and top-driven review process, and ultimately propose a common framework. This will enhance the comparability of forest biodiversity studies in Europe, and puts the basis for effective implementation and monitoring of sustainable forest management policies. The standards here proposed are potentially adaptable and applicable to other geographical areas and could be extended to other forest interventions. © 2023 The Authors
MASTREE+: Time-series of plant reproductive effort from six continents
Hacket-Pain
,
Andrew J.
,
Foest
,
Jessie J.
,
Pearse
,
Ian S.
,
LaMontagne
,
Jalene M.
,
Koenig
,
Walter D.
,
Vacchiano
,
Giorgio
,
Bogdziewicz
,
Michał
,
Caignard
,
Thomas
,
Celebias
,
Paulina
,
van Dormolen
,
Joep
,
Fernández-Martínez
,
Marcos
,
Moris
,
Jose V.
,
Palaghianu
,
Ciprian
,
Pesendorfer
,
Mario B.
,
Satake
,
Akiko
,
Schermer
,
Éliane
,
Tanentzap
,
Andrew J.
,
Thomas
,
Peter A.
,
Vecchio
,
Davide
,
Wion
,
Andreas P.
,
Wohlgemuth
,
Thomas
,
Xue
,
Tingting
,
Abernethy
,
Katharine A.
,
Aravena Acuña
,
Marie Claire
,
Barrera
,
Marcelo Daniel
,
Barton
,
Jessica H.
,
Boutin
,
Stan A.
,
Bush
,
Emma R.
,
Donoso Calderón
,
Sergio R.
,
Carevic
,
Felipe S.
,
Castilho
,
Carolina V.
,
Manuel Cellini
,
Juan
,
Chapman
,
Colin A.
,
Chapman
,
H. M.
,
Chianucci
,
Francesco
,
Costa
,
Patricia Da
,
Croisé
,
Luc
,
Cutini
,
Andrea
,
Dantzer
,
Ben J.
,
DeRose
,
Robert Justin
,
Dikangadissi
,
Jean Thoussaint
,
Dimoto
,
Edmond
,
da Fonseca
,
Fernanda Lopes
,
Gallo
,
Leonardo Ariel
,
Gratzer
,
Georg
,
Greene
,
David F.
,
Hadad
,
Martín Ariel
,
Huertas Herrera
,
Alejandro
,
Jeffery
,
Kathryn J.
,
Johnstone
,
Jill F.
,
Kalbitzer
,
Urs
,
Kantorowicz
,
Władysław
,
Klimas
,
Christie Ann
,
Lageard
,
Jonathan G.A.
,
Lane
,
Jeffrey E.
,
Lapin
,
Katharina
,
Ledwoń
,
Mateusz
,
Leeper
,
Abigail C.
,
Lencinas
,
María Vanessa
,
Lira-Guedes
,
Ana Cláudia
,
Lordon
,
Michael C.
,
Marchelli
,
Paula
,
Marino
,
Shealyn
,
Schmidt van Marle
,
Harald
,
McAdam
,
Andrew G.
,
Momont
,
Ludovic R.W.
,
Nicolas
,
Manuel
,
de Oliveira Wadt
,
Lúcia Helena
,
Panahi
,
Parisa
,
Martínez Pastur
,
Guillermo J.
,
Patterson
,
Thomas W.
,
Luis Peri
,
Pablo
,
Piechnik
,
Łukasz
,
Pourhashemi
,
Mehdi
,
Espinoza Quezada
,
Claudia
,
Roig
,
Fidel Alejandro
,
Peña-Rojas
,
Karen A.
,
Rosas
,
Yamina Micaela
,
Schueler
,
Silvio
,
Seget
,
Barbara
,
Soler
,
Rosina M.
,
Steele
,
Michael A.
,
Toro Manríquez
,
Mónica Del Rosario
,
Tutin
,
Caroline E.G.
,
Ukizintambara
,
Tharcisse
,
White
,
Lee J.T.
,
Yadok
,
Biplang Godwill
,
Willis
,
John L.
,
Zolles
,
Anita
,
Żywiec
,
Magdalena
,
Ascoli
,
Davide
Mostra abstract
Significant gaps remain in understanding the response of plant reproduction to environmental change. This is partly because measuring reproduction in long-lived plants requires direct observation over many years and such datasets have rarely been made publicly available. Here we introduce MASTREE+, a data set that collates reproductive time-series data from across the globe and makes these data freely available to the community. MASTREE+ includes 73,828 georeferenced observations of annual reproduction (e.g. seed and fruit counts) in perennial plant populations worldwide. These observations consist of 5971 population-level time-series from 974 species in 66 countries. The mean and median time-series length is 12.4 and 10 years respectively, and the data set includes 1122 series that extend over at least two decades (≥20 years of observations). For a subset of well-studied species, MASTREE+ includes extensive replication of time-series across geographical and climatic gradients. Here we describe the open-access data set, available as a.csv file, and we introduce an associated web-based app for data exploration. MASTREE+ will provide the basis for improved understanding of the response of long-lived plant reproduction to environmental change. Additionally, MASTREE+ will enable investigation of the ecology and evolution of reproductive strategies in perennial plants, and the role of plant reproduction as a driver of ecosystem dynamics. © 2022 The Authors. Global Change Biology published by John Wiley & Sons Ltd.
Handbook of field sampling for multi-taxon biodiversity studies in European forests
Burrascano
,
Sabina
,
Trentanovi
,
Giovanni
,
Paillet
,
Yoan
,
Heilmann-Clausen
,
Jacob
,
Giordani
,
P.
,
Bagella
,
Simonetta
,
Bravo-Oviedo
,
Andrés
,
Campagnaro
,
Thomas
,
Campanaro
,
Alessandro
,
Chianucci
,
Francesco
,
de Smedt
,
Pallieter
,
Itziar
,
García Mijangos
,
Matošević
,
Dinka
,
Sitzia
,
Tommaso
,
Aszalós
,
Réka
,
Brazaitis
,
Gediminas
,
Cutini
,
Andrea
,
D'Andrea
,
Ettore
,
Doerfler
,
Inken
,
Hofmeister
,
Jeňýk
,
Hošek
,
Jan
,
Janssen
,
Philippe
,
Kepfer-Rojas
,
Sebastian
,
Korboulewsky
,
Nathalie
,
Kozák
,
Daniel
,
Lachat
,
Thibault
,
Lõhmus
,
Asko
,
López
,
Rosana
,
Mårell
,
Anders
,
Matula
,
Radim
,
Mikoláš
,
Martin
,
Munzi
,
Silvana
,
Nordén
,
Björn
,
Pärtel
,
Meelis
,
Penner
,
Johannes
,
Runnel
,
Kadri
,
Schall
,
Peter
,
Svoboda
,
Miroslav
,
Tinya
,
Flóra
,
Ujházyová
,
Mariana
,
Vandekerkhove
,
Kris
,
Verheyen
,
Kris
,
Xystrakis
,
Fotios
,
Ódor
,
Péter
Mostra abstract
Forests host most terrestrial biodiversity and their sustainable management is crucial to halt biodiversity loss. Although scientific evidence indicates that sustainable forest management (SFM) should be assessed by monitoring multi-taxon biodiversity, most current SFM criteria and indicators account only for trees or consider indirect biodiversity proxies. Several projects performed multi-taxon sampling to investigate the effects of forest management on biodiversity, but the large variability of their sampling approaches hampers the identification of general trends, and limits broad-scale inference for designing SFM. Here we address the need of common sampling protocols for forest structure and multi-taxon biodiversity to be used at broad spatial scales. We established a network of researchers involved in 41 projects on forest multi-taxon biodiversity across 13 European countries. The network data structure comprised the assessment of at least three taxa, and the measurement of forest stand structure in the same plots or stands. We mapped the sampling approaches to multi-taxon biodiversity, standing trees and deadwood, and used this overview to provide operational answers to two simple, yet crucial, questions: what to sample? How to sample? The most commonly sampled taxonomic groups are vascular plants (83% of datasets), beetles (80%), lichens (66%), birds (66%), fungi (61%), bryophytes (49%). They cover different forest structures and habitats, with a limited focus on soil, litter and forest canopy. Notwithstanding the common goal of assessing forest management effects on biodiversity, sampling approaches differed widely within and among taxonomic groups. Differences derive from sampling units (plots size, use of stand vs. plot scale), and from the focus on different substrates or functional groups of organisms. Sampling methods for standing trees and lying deadwood were relatively homogeneous and focused on volume calculations, but with a great variability in sampling units and diameter thresholds. We developed a handbook of sampling methods (SI 3) aimed at the greatest possible comparability across taxonomic groups and studies as a basis for European-wide biodiversity monitoring programs, robust understanding of biodiversity response to forest structure and management, and the identification of direct indicators of SFM. © 2021 The Authors
ManFor C.Bd sites and the drivers of forest functions
Di Salvatore
,
Umberto
,
Tonti
,
Daniela
,
Bascietto
,
Marco
,
Chiavetta
,
U.
,
Cantiani
,
Paolo
,
Fabbio
,
Gianfranco
,
Becagli
,
Claudia
,
Bertini
,
Giada
,
Sansone
,
Dalila
,
Skudnik
,
Mitja
,
Kobal
,
Milan
,
Kutnar
,
Lado
,
Ferreira
,
Andreja
,
Kobler
,
Andrej
,
Kovač
,
Marko
,
Ferretti
,
Fabrizio
Estimation of canopy attributes in beech forests using true colour digital images from a small fixed-wing UAV
Chianucci
,
Francesco
,
Disperati
,
L.
,
Guzzi
,
Donatella
,
Bianchini
,
Daniele
,
Nardino
,
Vanni
,
Lastri
,
Cinzia
,
Rindinella
,
Andrea
,
Corona
,
P.
Mostra abstract
Accurate estimates of forest canopy are essential for the characterization of forest ecosystems. Remotely-sensed techniques provide a unique way to obtain estimates over spatially extensive areas, but their application is limited by the spectral and temporal resolution available from these systems, which is often not suited to meet regional or local objectives. The use of unmanned aerial vehicles (UAV) as remote sensing platforms has recently gained increasing attention, but their applications in forestry are still at an experimental stage. In this study we described a methodology to obtain rapid and reliable estimates of forest canopy from a small UAV equipped with a commercial RGB camera. The red, green and blue digital numbers were converted to the green leaf algorithm (GLA) and to the CIE L<sup>*</sup>a<sup>*</sup>b<sup>*</sup> colour space to obtain estimates of canopy cover, foliage clumping and leaf area index (L) from aerial images. Canopy attributes were compared with in situ estimates obtained from two digital canopy photographic techniques (cover and fisheye photography). The method was tested in beech forests. UAV images accurately quantified canopy cover even in very dense stand conditions, despite a tendency to not detecting small within-crown gaps in aerial images, leading to a measurement of a quantity much closer to crown cover estimated from in situ cover photography. Estimates of L from UAV images significantly agreed with that obtained from fisheye images, but the accuracy of UAV estimates is influenced by the appropriate assumption of leaf angle distribution. We concluded that true colour UAV images can be effectively used to obtain rapid, cheap and meaningful estimates of forest canopy attributes at medium-large scales. UAV can combine the advantage of high resolution imagery with quick turnaround series, being therefore suitable for routine forest stand monitoring and real-time applications. © 2015 Elsevier B.V.
Mapping forest ecosystem functions for landscape planning in a mountain Natura2000 site, Central Italy
sustainable forest management
forest ecosystem functions
forest landscape management planning
k-nn
multi-criteria and multi-level approach
Mostra abstract
In last decades, numerous efforts have been carried out by the scientific community to assess the multifunctional role of forests in supporting the forest decision-making processes. Recently developed in Italy, the Forest Landscape Management Planning seems to be the most suitable tool to maintain the sustainability balance between forests and local populations. This research identifies and maps different forest ecosystem functions in a mountain Natura2000 Network site by performing a spatial estimation of forest inventory parameters, and implementing a multi-criteria and multi-level approach. Final results on mapping of forest functions show acceptable values of classification accuracy. © 2014 University of Newcastle upon Tyne.
Ecological portrayal of old-growth forests and persistent woodlands in the cilento and vallo di Diano National Park (southern Italy)
Marchetti
,
Marco
,
Tognetti
,
Roberto
,
Lombardi
,
Fabio
,
Chiavetta
,
U.
,
Palumbo
,
Giuseppe
,
Sellitto
,
Vincenzo Michele
,
Colombo
,
C. Massimo
,
Iovieno
,
Paola
,
Alfani
,
Anna
,
Baldantoni
,
Daniela
,
Barbati
,
Anna
,
Ferrari
,
Barbara
,
Bonacquisti
,
Sandro
,
Capotorti
,
Giulia
,
Copiz
,
Riccardo
,
Blasi
,
Carlo
biodiversity
mediterranean region
ecological characterization
managed stands
old-growth forests
persistent woodlands
soil
Mostra abstract
The maintenance of certain levels of old forest represents a cornerstone of the EU's biodiversity management strategy. A consensus on a single general ecological definition of old-growth is particularly difficult in Mediterranean Europe. The present paper deals with old-growth forests and persistent woodlands in the Cilento and Vallo di Diano National Park (PNCVD) to give an ecological understanding of forest complexity and dynamics under a multiscale and multidisciplinary perspective. The multiscale approach ranged from the identification and mapping of potential old-growth stands at landscape scale to a two-level field review of forest stand features. Field sampling involved a multidisciplinary team of researchers in forest structure, pedologic environment, soil microbial activity, flora and vegetation and deadwood components. The research provided sound knowledge about old-growthness features in the PNCVD that constitutes a unique case study in the whole Mediterranean basin. The integration of results allowed to: identify main ecosystem functions and the related services of the old-growth forests in the study area; distinguish persistent woodlands, multi-aged stands with old trees deriving from nineteenth-century management practices, from old-growth forests sensu strictu; recognize indicators of direct and indirect impacts of human activities; suggest effective practices for sustainable management in the Mediterranean context. © 2010 Società Botanica Italiana.
Post fire natural regeneration monitoring with the integrated use of high resolution remotely sensed images: The case study of the Pineta di Castel Fusano; Monitoraggio della rinnovazione naturale post incendio tramite l'uso integrato di immagini telerilevate ad alta risoluzione: Il caso della pineta di Castel Fusano
Chirici
,
Gherardo
,
Balsi
,
Marco
,
Bertini
,
Roberta
,
Bonora
,
Nico
,
Chiavetta
,
U.
,
Ottaviano
,
Marco
,
Corona
,
P.
,
Lamonaca
,
Andrea
,
Giuliarelli
,
Diego
,
Mastronardi
,
Alessandro
,
Nardinocchi
,
Giovanni
,
Sambucini
,
Valter
,
Tonti
,
Daniela
,
Marchetti
,
Marco
remote sensing
forest wildfires
k-nearest neighbors
natural re generation
neural networks
spatialisation
Mostra abstract
Stone pine stand of Castel Fusano (Rome) burnt on July the 4th 2000 during a huge wildfire. As a consequence of the fire an intensive natural sexual and asexual regeneration began. In order to monitor such a regeneration field surveys were carried out in 2003 and 2006 in sample plots. Remotely sensed high resolution images from Ikonos and Quick Bird were acquired for the same years. The purpose of this work is to test different methodologies for modeling existing relationships between remotely sensed images and ground collected data in order to estimate and to map both sexual and asexual regeneration. For such a purpose different methodologies were tested: step-wise Muliple Linear Regression, Neural Networks (Relevance-Vector-Machine and the Multi-Layered-Perceptron) and the k-Nearest-Neighbors. These activities were carried out within the framework of the GRINFOMED- MEDIFIRE also developing a specific software named Spatial Forest Modeler (SFM) able to analyze existing relationships between remotely sensed variables and data collected in the field in order to identify the best available models to map and estimate the studied variables acquired on the basis of a field sampling design. The present paper presents data collected in the field, analysis and modeling methods and achieved results. The SFM software is also presented.