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  <titleInfo>
    <title>Potential of Texture Analysis for Charcoal Classification</title>
  </titleInfo>
  <name type="personal">
    <namePart>Andrade, Bruno Geike de</namePart>
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      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Vital, Benedito Rocha</namePart>
    <role>
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    </role>
  </name>
  <name type="personal">
    <namePart>Carneiro, Angélica de Cássia Oliveira</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Basso, Vanessa Maria</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Pinto, Francisco de Assis de Carvalho</namePart>
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    </role>
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  <abstract>

Abstract

Charcoal produced from reforested wood can be distinguished from the charcoal derived from the
wood of native species. This identification is very important for the trade, control and monitoring
of charcoal production in Brazil. This study investigated the potential of texture analysis for
classifying the charcoal based on origin (eucalyptus or native) and species. A total of 17 wood
species were studied, five of which belonged to genus Eucalyptus and 12 were native to the Zona
da Mata Mineira. Texture features based on the gray level co-occurrence matrix were extracted
from digital images. The linear discriminant analysis was used to classify the images with these
features. Employing 10 features, 96.2% accuracy was achieved for the classification by origin
and 90.4% for the categorization by species. Texture analysis was shown to be a favorable and
effective method that could facilitate the establishment of semiautomated techniques to classify
the charcoal based on origin or species.

Keywords: discriminant analysis, gray level co-occurrence matrix, image analysis.</abstract>
  <note>Publicação on-line; 33 ref.; 5 tables; 2 illus.; Summary (En)</note>
  <subject>
    <topic>CARVÃO</topic>
  </subject>
  <subject>
    <topic>ANÁLISE</topic>
  </subject>
  <subject>
    <topic>ESPÉCIE NATIVA</topic>
  </subject>
  <subject>
    <topic>MADEIRA</topic>
  </subject>
  <subject>
    <topic>REFLORESCIMENTO</topic>
  </subject>
  <relatedItem type="host">
    <titleInfo>
      <title>Floresta e Ambiente (Brazil)</title>
    </titleInfo>
    <originInfo>
      <publisher>Rio de Janeiro-RJ Instituto de Florestas - UFRRJ 1994</publisher>
    </originInfo>
    <identifier>2025-0451</identifier>
    <identifier type="issn">1415-0980  /  ISSN 2179-8087 0nline</identifier>
    <identifier type="local">BR2026000262</identifier>
    <part>
      <text>v. 26(3) p. 1-10; (2019)</text>
    </part>
  </relatedItem>
  <identifier type="uri">https://www.scielo.br/j/floram/a/X4bWXJt6SLzhWNnD7vT6WWb/?format=pdf&amp;lang=en</identifier>
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    <url>https://www.scielo.br/j/floram/a/X4bWXJt6SLzhWNnD7vT6WWb/?format=pdf&amp;lang=en</url>
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      <languageTerm authority="iso639-2b" type="code">eng</languageTerm>
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