T. Kusama et al., CLASSIFICATION OF NORMAL AND AGED SOYBEAN SEEDS BY DISCRIMINANT-ANALYSIS USING PRINCIPAL COMPONENT SCORES OF NEAR-INFRARED SPECTRA, J JPN SOC F, 44(8), 1997, pp. 569-578
Citations number
13
Categorie Soggetti
Food Science & Tenology
Journal title
JOURNAL OF THE JAPANESE SOCIETY FOR FOOD SCIENCE AND TECHNOLOGY-NIPPON SHOKUHIN KAGAKU KOGAKU KAISHI
Near infrared transmittance spectra of normal and aged soybean seeds w
ere measured using a specially designed sample cell for a single seed
and were analysed by Principal Component Analysis (PCA) and Discrimina
nt Analysis (DA) using PC scores for the classification of normal seed
s and aged seeds. Soybean seeds were acceleratedly aged under an ambie
nt condition of 42 degrees C and 98% RH for 3, 5 or 7 days. As control
some other seeds were also stored under condition of 15 degrees C and
98% RH for 7 days, preserving the ability to germinate. After these t
reatments the seeds were dried at room temperature till they become in
itial water content. In multiplicative scatter corrected (MSC) spectra
between normal and aged seeds somewhat changes were observed. The log
(1/T) at 990 nm decreased with the increment of ageing days, while th
e log (1/T) at 1010 nm increased to the contrary. Aged seeds (7 days)
were clearly separated from control using on the plane with the axes o
f second (PC 2) and third (PC3) principal components, derived from PCA
of MSC spectra. The results of DA using 2PC scores (PC2 and PC3) whic
h were effective to separate aged seeds, showed that 60% of aged seeds
for 3 days, 80% of aged seeds for 5 days and 100% of aged seeds for 7
days were correctly classified. Phospholipids content in soybean seed
s decreased with ageing, and then became half after 7 days, while tota
l lipids content was constant. The loading plot for PC3 were similar t
o the spectrum of lipids, suggesting that PC3 reflected the changes of
phospholipids during ageing. Consequently, it was concluded that NIR
spectroscopy had a possibility for classifying normal and aged soybean
seeds, and that the change of phospholipids content was an important
factor for this classification.