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Prediction of Stilbene Content from Heartwood Increment Cores of Scots Pine Using near Infrared Spectroscopy Methodology
- Source :
- Journal of Near Infrared Spectroscopy. 24:517-528
- Publication Year :
- 2016
- Publisher :
- SAGE Publications, 2016.
-
Abstract
- High-throughput and non-destructive methods for quantifying the content of the stilbene compounds of Scots pine ( Pinus sylvestris L.) heartwood are needed in the breeding for decay resistance of heartwood timber. In this study, near infrared (NIR) spectroscopy calibrations were developed for a large collection of solid heartwood increment core samples in order to predict the amount of the stilbene pinosylvin (PS), its monomethyl ether (PSM) and their sum (STB). The resulting models presented quite accurate predictions in an independent validation set with R2V values ranging between 0.79 and 0.91. The accuracy of the models strongly depended on the chemical being calibrated, with the lowest accuracy for PS, intermediate accuracy for PSM and highest accuracy for STB. The effect of collecting one, two or more (up to five) spectra per sample on the calibration models was studied and it was found that averaging multiple spectra yielded better accuracy as it may account for the heterogeneity of wood along the increment core within and between rings. Several statistical pretreatments of the spectra were tested and an automatic selection of wavenumbers prior to calibration. Without the automatic selection of wavenumbers, a first derivative of normalised spectra yielded the best accuracies, whereas after the automatic selection of wavenumbers, no particular statistical pretreatment appeared to yield better results than any other. Finally, the automatic selection of wavenumbers slightly improved the accuracy of the models for all traits. These results demonstrate the potential of NIR spectroscopy as a high-throughput and non-destructive phenotyping technique in tree breeding for the improvement of decay resistance in heartwood timber.
- Subjects :
- 040101 forestry
biology
010401 analytical chemistry
Pinosylvin
Near-infrared spectroscopy
Scots pine
04 agricultural and veterinary sciences
biology.organism_classification
01 natural sciences
0104 chemical sciences
Pinus
Horticulture
chemistry.chemical_compound
chemistry
Botany
0401 agriculture, forestry, and fisheries
Near infrared radiation
Spectroscopy
Subjects
Details
- ISSN :
- 17516552 and 09670335
- Volume :
- 24
- Database :
- OpenAIRE
- Journal :
- Journal of Near Infrared Spectroscopy
- Accession number :
- edsair.doi...........ef2671e13c50933bf67b18ce95cb8a88
- Full Text :
- https://doi.org/10.1255/jnirs.1225