Wood species identification from Atlantic forest by near infrared spectroscopy
被引:22
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作者:
Pace, Jose H. C.
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机构:
Univ Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, BrazilUniv Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, Brazil
Pace, Jose H. C.
[1
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Latorraca, Joao V. F.
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Univ Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, BrazilUniv Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, Brazil
Latorraca, Joao V. F.
[1
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Hein, Paulo R. G.
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机构:
Univ Fed Lavras, Dept Forest Sci, BR-37200000 Larras, BrazilUniv Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, Brazil
Hein, Paulo R. G.
[2
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Castro, Jonnys P.
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Univ Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, BrazilUniv Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, Brazil
Castro, Jonnys P.
[1
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Carvalho, Alexandre M.
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Univ Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, BrazilUniv Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, Brazil
Carvalho, Alexandre M.
[1
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Silva, Carlos E. S.
[1
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机构:
[1] Univ Fed Rural Rio de Janeiro, Forest Inst, Dept Wood Technol, BR-23890000 Seropedica, Brazil
[2] Univ Fed Lavras, Dept Forest Sci, BR-37200000 Larras, Brazil
native woods;
NIR spectra;
principal components;
partial least squares regression;
SPECTRA;
DENSITY;
D O I:
10.5424/fs/2019283-14558
中图分类号:
S7 [林业];
学科分类号:
0829 ;
0907 ;
摘要:
Aim of study: Fast and reliable wood identification solutions are needed to combat the illegal trade in native woods. In this study, multivariate analysis was applied in near-infrared (NIR) spectra to identify wood of the Atlantic Forest species. Area of study: Planted forests located in the Vale Natural Reserve in the county of Sooretama (19 degrees 01'09 "S 40 degrees 05'51" W), Espirito Santo, Brazil. Material and methods: Three trees of 12 native species from homogeneous plantations. The principal component analysis (PCA) and partial least squares regression by discriminant function (PLS-DA) were performed on the woods spectral signatures. Main results: The PCA scores allowed to agroup some wood species from their spectra. The percentage of correct classifications generated by the PLS-DA model was 93.2%. In the independent validation, the PLS-DA model correctly classified 91.3% of the samples. Research highlights: The PLS-DA models were adequate to classify and identify the twelve native wood species based on the respective NIR spectra, showing good ability to classify independent native wood samples.
机构:
CNR, Trees & Timber Inst, IVALSA, I-38010 San Michele All Adige, TN, ItalyCNR, Trees & Timber Inst, IVALSA, I-38010 San Michele All Adige, TN, Italy
Sandak, Anna
Sandak, Jakub
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CNR, Trees & Timber Inst, IVALSA, I-38010 San Michele All Adige, TN, ItalyCNR, Trees & Timber Inst, IVALSA, I-38010 San Michele All Adige, TN, Italy
Sandak, Jakub
Zborowska, Magdalena
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机构:
Poznan Univ Life Sci, Inst Chem Wood Technol, PL-60637 Poznan, PolandCNR, Trees & Timber Inst, IVALSA, I-38010 San Michele All Adige, TN, Italy
Zborowska, Magdalena
Pradzynski, Wlodzimierz
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机构:
Poznan Univ Life Sci, Inst Chem Wood Technol, PL-60637 Poznan, PolandCNR, Trees & Timber Inst, IVALSA, I-38010 San Michele All Adige, TN, Italy
机构:
Univ Sunshine Coast, Forest Ind Res Ctr, Maroochydore, Qld 4558, Australia
Meder Consulting, POB 3185, Bracken Ridge, Qld 4017, AustraliaUniv Sunshine Coast, Forest Ind Res Ctr, Maroochydore, Qld 4558, Australia
机构:
Nagoya Univ, Grad Sch Bioagr Sci, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, JapanNagoya Univ, Grad Sch Bioagr Sci, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, Japan
Ma, Te
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Inagaki, Tetsuya
Ban, Mayuka
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机构:
Nagoya Univ, Grad Sch Bioagr Sci, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, JapanNagoya Univ, Grad Sch Bioagr Sci, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, Japan
机构:
Inst Pesquisas Jardim Bot Rio de Janeiro, Programa Mata Atlantica, Jardim Bot, BR-22460030 Rio De Janeiro, BrazilInst Pesquisas Jardim Bot Rio de Janeiro, Programa Mata Atlantica, Jardim Bot, BR-22460030 Rio De Janeiro, Brazil
das Neves Brandes, Arno Fritz
Barros, Claudia Franca
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机构:
Inst Pesquisas Jardim Bot Rio de Janeiro, Programa Mata Atlantica, Jardim Bot, BR-22460030 Rio De Janeiro, BrazilInst Pesquisas Jardim Bot Rio de Janeiro, Programa Mata Atlantica, Jardim Bot, BR-22460030 Rio De Janeiro, Brazil