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Non-destructive technique for determining the viability of soybean (Glycine max) seeds using FT-NIR spectroscopy
- Kusumaningrum, Dewi;
- Lee, Hoonsoo;
- Lohumi, Santosh;
- Mo, Changyeun;
- Kim, Moon S.;
- 외 1명
WEB OF SCIENCE
71SCOPUS
90초록
BACKGROUNDThe viability of seeds is important for determining their quality. A high-quality seed is one that has a high capability of germination that is necessary to ensure high productivity. Hence, developing technology for the detection of seed viability is a high priority in agriculture. Fourier transform near-infrared (FT-NIR) spectroscopy is one of the most popular devices among other vibrational spectroscopies. This study aims to use FT-NIR spectroscopy to determine the viability of soybean seeds. RESULTSViable and artificial ageing seeds as non-viable soybeans were used in this research. The FT-NIR spectra of soybean seeds were collected and analysed using a partial least-squares discriminant analysis (PLS-DA) to classify viable and non-viable soybean seeds. Moreover, the variable importance in projection (VIP) method for variable selection combined with the PLS-DA was employed. The most effective wavelengths were selected by the VIP method, which selected 146 optimal variables from the full set of 1557 variables. CONCLUSIONSThe results demonstrated that the FT-NIR spectral analysis with the PLS-DA method that uses all variables or the selected variables showed good performance based on the high value of prediction accuracy for soybean viability with an accuracy close to 100%. Hence, FT-NIR techniques with a chemometric analysis have the potential for rapidly measuring soybean seed viability. (c) 2017 Society of Chemical Industry
키워드
- 제목
- Non-destructive technique for determining the viability of soybean (Glycine max) seeds using FT-NIR spectroscopy
- 저자
- Kusumaningrum, Dewi; Lee, Hoonsoo; Lohumi, Santosh; Mo, Changyeun; Kim, Moon S.; Cho, Byoung-Kwan
- 발행일
- 2018-03-30
- 유형
- Article
- 권
- 98
- 호
- 5
- 페이지
- 1734 ~ 1742