Forest Ecology and Management 260 (2010) 1303–1314
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Forest Ecology and Management
journal homepage: www.elsevier.com/locate/foreco
Development of a system to predict the evolution of individual tree mature cork
caliber over time
Alice M. Almeida
∗
, José Tomé, Margarida Tomé
Centro de Estudos Florestais, Instituto Superior de Agronomia, Universidade Técnica de Lisboa, Tapada da Ajuda, 1349 – 017 Lisboa, Portugal
article info
Article history:
Received 4 April 2010
Received in revised form 6 July 2010
Accepted 10 July 2010
Keywords:
Cork caliber
Cork thickness of complete rings
Cork growth models
Cork growth index
abstract
The development of a model for the prediction of the evolution of individual tree cork caliber over time,
from a measurement taken at a certain point in time, was the main objective of this work. The model
includes three sub-models: a model to predict the thickness of complete rings from cork caliber at tc
years; a cork growth model (for complete rings) and a model to predict cork caliber at age tc from the
corresponding thickness of (tc - 1) complete rings. The algebraic difference approach (ADA) as well as
the generalized algebraic difference approach (GADA) were used in modeling cork growth. Several base
models with one or two site-tree-specific parameters were fitted to the data using the dummy variable
approach. The selection of the cork growth model was based on several criteria: fitting ability, prediction
performance evaluated through the PRESS residuals and behaviour screened with available knowledge
on the cork growth process. The ADA model derived from the log-logistic function with the asymptote
as free parameter was selected. The models developed to predict cork caliber and the corresponding
thickness of complete rings were based in the linear relationship between the two variables. The two
models were simultaneously fitted using two stage least squares approach. The predicted thickness of
cork complete rings in a 9-year old cork is proposed as a cork growth index. The distribution of this index
can be used to characterize the potential of a site for cork production.
© 2010 Elsevier B.V. All rights reserved.
1. Introduction
Cork oak (Quercus suber L.) is an evergreen oak known for its
ability to produce a thick and continuous layer of suberised cells,
the cork. The cork industry transforms this raw material in different
products, but the economic feasibility of the whole sector is depen-
dent on the production of stoppers of natural cork for use in the
bottling of wines. The suitability of the raw material for this prod-
uct establishes its commercial value and therefore the objectives of
forest management.
The thickness of the cork plank, or cork caliber according to the
industry terminology, is the most important variable when ana-
lyzing the raw material suitability for the production of stoppers.
After extraction from the tree, the cork planks undergo a post-
harvest preparation for further industrial processing consisting of
an immersion in water at approximately boiling temperature dur-
ing 1 h. The objective of this operation is to flatten the raw planks,
curved according to the stem shape, and to soften the cork tissue for
an easier subsequent cutting. With water boiling the cork expands
and the most important practical consequence is that the raw cork
∗
Corresponding author. Tel.: +351 21 363 33 56; fax: +351 21 364 50 00.
E-mail addresses: alicealmeida@isa.utl.pt (A.M. Almeida), joseatome@isa.utl.pt
(J. Tomé), magatome@isa.utl.pt (M. Tomé).
planks increase in thickness, on average 12% (Pereira and Tomé,
2004). Cork thickness can be measured either before or after boiling
but the last measurement is the reference for industry. Additionally,
cork thickness after boiling best represents the real cork thickness,
since it is measured after the internal tensions, caused by the cel-
lular corrugation during cork growth, occurring between the wood
and the external cork layers, have been relieved during the water
boiling of cork (Pereira, 2007). This effect is particularly impor-
tant in the radial direction along which cork thickness is measured.
In this paper, unless otherwise indicated, the term cork thickness
refers to the value measured after boiling.
Cork thickness depends on environmental conditions and tree
genetics that determine cork growth rate, but also on the dura-
tion of the cork production cycle, defined as the number of years
between two cork extractions. The longer the period between cork
extractions, the thicker the cork layer that is produced. The dura-
tion of the cycle is dictated by the need to obtain a certain thickness
in the cork plank for its subsequent industrial utilization. The total
cork thickness that allows the production of stoppers corresponds
to a minimum of 27 mm while corks with a total cork thickness
greater than 40 mm, having a greater percentage of waste (Adrados
et al., 2000), must be avoided.
According to Portuguese legislation, the interval between two
consecutive cork extractions on the same tree must be equal or
greater than 9 years. Although the majority of the cork oak stands
0378-1127/$ – see front matter © 2010 Elsevier B.V. All rights reserved.
doi:10.1016/j.foreco.2010.07.017