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Non-destructive analysis of Japanese table grape qualities using near-infrared spectroscopy

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Abstract

Near-infrared (NIR) spectroscopy is a useful technique for the non-destructive analysis of fruit quality. The key quality parameters of table grapes (Vitis vinifera) that affect consumer preference are the soluble solids content (SSC), pH, firmness, and seedlessness. This research focused on using NIR spectroscopy for assessing the quality of ‘Kyoho’ table grapes, as a non-destructive analysis under laboratory and field conditions. NIR spectra for each sample were acquired in the wavelength range of 400–1000 nm, using a visible/NIR spectrometer with fibre optics in the interactance mode. Partial least-square regression was used to calibrate the NIR spectral data with all the measured properties of table grapes. The best prediction model for firmness was the Savitzky–Golay first derivative (SGD1) with a coefficient of determination (R2prediction ) of 0.7427 in the laboratory, and 0.7804 in the field. The R2prediction values for pH in the laboratory and the field was 0.6276 using multiplicative scatter correction (MSC), and 0.7676 using SGD1, respectively. These values were similar to the R2prediction values of SSC, which were 0.6926 using MSC, and 0.8052 using the Savitzky–Golay second derivative, respectively. In both analyses the R2 of the calibration model was between 0.6944 and 0.8877. The partial least-square discriminant analysis was used to classify the percentage of seedlessness, which was 93.10% in the laboratory using SGD1 or MSC, and 79.31% in the field using MSC. Therefore, NIR spectroscopy is an efficient non-destructive technique for rapidly analysing Japanese table grape qualities in laboratory and field settings.

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Acknowledgements

This study was performed under the Double Degree Program between Niigata University and Chiang Mai University; and the Niigata Agricultural Research Institute, Horticultural Research Centre, Niigata, Japan.

Funding

This study was not funded by any company or organisation.

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Authors

Contributions

Chaorai Kanchanomai is the main researcher who implemented the research, analysed the results, and wrote the manuscript with support from Phongkrit Maniwara. Shintaroh Ohashi, Daruni Naphrom, and Kazuhiro Nakano are advisors who designed, commented, and proofed the experiment together with Chaorai Kanchanomai. Wakana Nemoto is an assistant researcher who supported the operation in the field and the laboratory and also interpreted the data with the other authors.

Corresponding author

Correspondence to Kazuhiro Nakano.

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The authors declare that they have no conflict of interest.

Ethical standards

All the procedures performed in studies that involved human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards. All applicable international, national, and/or institutional guidelines for the care and use of animals were followed.

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This article does not contain any studies with human participants or animals performed by any of the authors.

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Informed consent was obtained from all individual participants included in the study.

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Communicated by Heakeun Yun, Ph.D.

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Kanchanomai, C., Ohashi, S., Naphrom, D. et al. Non-destructive analysis of Japanese table grape qualities using near-infrared spectroscopy. Hortic. Environ. Biotechnol. 61, 725–733 (2020). https://doi.org/10.1007/s13580-020-00256-4

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  • DOI: https://doi.org/10.1007/s13580-020-00256-4

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