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TECHNOLOGY           45
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          larger dimensions in the highest quality classes. It has been   grading.
          calculated that larger logs generally entail lower processing   In addition to the presence and size of knots in the sawn
          costs, potentially resulting in greater earnings per cubic meter.   wood, the characteristics of the branches on the standing tree
          However, larger dimensions do not always guarantee better   can also be linked to the development of anomalous internal

          material quality.                                  colouring in the wood.
            The height from the crown or the first branch provides   More specifically, Wernsdörfer et al. linked the characteristics
          an indication of the length of the sawlog free from knots, at   of dead branches and branch scars visible on log surfaces to
          least externally.                                  the presence of red heartwood in beech, an internal defect
            Additionally, slenderness, defined as the ratio of height   that decreases the material value, especially aesthetically,
          to diameter, has been found to be positively correlated with   because it presents itself as an alteration of the wood colour.
          the mechanical properties of sawn timber obtained from   Damage to trees from abiotic degradation or injuries alters
          measured trees.                                    woody tissue, reducing its mechanical properties and aesthetic
            Quality classes based on stem sinuosity and straightness   appeal. Such alterations significantly impact product value

          have been shown to differentiate the value of timber or potential   and are typically excluded from merchantable timber, thereby
          sawlog recovery; the straighter the stem, the higher the value.  reducing yields and revenues.
            Stem leaning, on the other end, may be associated with
          the presence of reaction wood and cross-sectional eccentricity.   Techniques and Tools
          Indeed, local tree slope was positively correlated with tension   Among the visual characteristics, dimensions (stem diameter,
          wood distribution in 10 poplar trees.              height, and volume) are the basis of forest inventory surveys
            Finally, ovality affects both transformation yields (as generally   and will not be addressed in this work. For a comprehensive

          do the diametric irregularities of the cross-section) and may   review of new technologies like LiDAR applications in evaluating
          relate to the presence of eccentric pith and reaction wood.  above-ground biomass at the tree scale, see Krok et al. and
            The presence and size of knots in the sawn timber result   Xu et al. Similar technologies have been utilised to determine
          from the number and size of branches in trees. Knots are   the height of the crown or first branch.
          major defects in solid wood products, affecting aesthetics   Furthermore, the usage of smartphone applications for forest
          and mechanical properties.                         inventory has been described and compared by Sandim et al.
            Therefore, evaluating branchiness in standing trees is   Then, turning to the other visual attributes like stem form,
          crucial for defining their quality. However, few studies have   branch characteristics, and the presence of damage, those
          analysed the correlation between branch attributes in standing   can be assessed quantitatively or qualitatively.

          trees and the characteristics of sawn timber after processing.   Quantitative surveys involve measuring each characteristic
            Höwler et al. investigated the relationship between tree
          characteristics and the properties of the boards produced                                           Forestry.ie
          (performing visual strength grading and mechanical performance
          after destructive tests). They mainly focused on wood density,
          which showed no correlation with branch number, but they
          also noticed only a weak correlation between the number of

          branches bigger than  4  cm  measured  in  the  standing trees
          and the knot size used as a parameter in the visual strength
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