Identification of wood species from Côte d’ivoire forest using near-infrared spectroscopy

IF 3 2区 农林科学 Q1 FORESTRY
Jean Louis Lepetit N’guessan, Bobelé Florence Niamké, Hakim Abdel Aziz Ouattara, N’guessan Jean Claude Yao, Nadine Amusant, Amissa Augustin Adima
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引用次数: 0

Abstract

The illegal timber trade results from the confusion whether intentional or not between a species that is banned from harvesting, trade, or destruction and a non-protected species, it was important to find an alternative means of rapidly and reliably identifying species in the Ivorian forest. Near infrared spectroscopy (NIR), being non-destructive, was used to identify five (05) timbers from the Besso classified forest (Côte d’Ivoire). Chemometric tools were used to decode the spectra and reveal trends in the forest species studied. The PLS-DA models effectively differentiated between wood and wood flour. The PLS-DA classification model shows that it is possible to accurately differentiate Côte d’Ivoire woods, with accuracy rates ranging from 0.92 to 0.99 for different types of wood, such as Khaya ivorensis, Mansonia altissima and Nauclea diderrichii. However, the differentiation of certain species, such as Milicia excelsa and Milicia regia, remains more complex due to their similarity, although wood flour from these woods showed better classification results. The reduction in the particle size of wood flour could explain this improvement. The performance of the PLS-R and PLS-DA models is encouraging, with high cross-validation coefficients (R² between 0.79 and 0.92), underlining the effectiveness of NIR spectroscopy combined with chemometric methods to identify and classify wood accurately and quickly. These preliminary results could help control agencies to better monitor timber marketing by developing a more elaborate database of timber species in Côte d’Ivoire, due to the simplicity and reliability of the technology.

利用近红外光谱技术鉴定Côte科特迪瓦森林木材种类
非法木材贸易是由于将被禁止采伐、贸易或销毁的树种与非受保护的树种混淆而造成的,无论这种混淆是有意还是无意的。因此,重要的是要找到一种替代方法,迅速而可靠地识别科特迪瓦森林中的树种。近红外光谱(NIR)是非破坏性的,用于鉴定来自贝索分类森林(Côte d 'Ivoire)的5(05)块木材。化学计量学工具被用来解码光谱并揭示所研究的森林物种的趋势。PLS-DA模型有效区分木材和木粉。PLS-DA分类模型表明,可以准确区分Côte科特迪瓦木材,对于不同类型的木材,如Khaya ivorensis, Mansonia altissima和Nauclea diderrichii,准确率在0.92 ~ 0.99之间。然而,某些物种的分化,如Milicia excelsa和Milicia regia,由于它们的相似性,仍然更加复杂,尽管这些木材的木粉显示出更好的分类结果。木粉粒度的减小可以解释这种改善。PLS-R和PLS-DA模型具有较高的交叉验证系数(R²在0.79 ~ 0.92之间),表明了近红外光谱结合化学计量学方法准确、快速地识别和分类木材的有效性。由于技术简单可靠,这些初步结果可以帮助管制机构更好地监测木材销售,方法是在Côte科特迪瓦建立一个更详细的木材品种数据库。
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来源期刊
Wood Science and Technology
Wood Science and Technology 工程技术-材料科学:纸与木材
CiteScore
5.90
自引率
5.90%
发文量
75
审稿时长
3 months
期刊介绍: Wood Science and Technology publishes original scientific research results and review papers covering the entire field of wood material science, wood components and wood based products. Subjects are wood biology and wood quality, wood physics and physical technologies, wood chemistry and chemical technologies. Latest advances in areas such as cell wall and wood formation; structural and chemical composition of wood and wood composites and their property relations; physical, mechanical and chemical characterization and relevant methodological developments, and microbiological degradation of wood and wood based products are reported. Topics related to wood technology include machining, gluing, and finishing, composite technology, wood modification, wood mechanics, creep and rheology, and the conversion of wood into pulp and biorefinery products.
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