Study on Prediction of Internal Quality of Cherry Tomato using Vis/NIR Spectroscopy

가시광 및 근적외선 분광기법을 이용한 방울토마토의 내부품질 예측에 관한 연구
  • 김대용
  • 조병관
  • 김영식
  • 모창연

초록

Although cherry tomato is one of major vegetables consumed in fresh vegetable market, the quality grading method is only dependant on size measurement using drum shape sorting machines. Using Visible/Near-infrared spectroscopy, apparatus to be able to acquire transmittance spectrum data was made and used to estimate firmness, sugar content, and acidity of cherry tomatoes grown at hydroponic and soil culture. Partial least square (PLS) models were performed to predict firmness,sugar content, and acidity for the acquired transmittance spectra. To enhance accuracy of the PLS models, several preprocessing methods were carried out, such as normalization, multiplicative scatter correction (MSC), standard normal variate (SNV), and derivatives, etc. The coefficient of determination (Rp2) and standard error of prediction (SEP) for the prediction of firmness, sugar, and acidity of cherry tomatoes from green to red ripening stages were 0.859 and 1.899 kgf, with a preprocessing of normalization, 0.790 and 0.434 kgf with a preprocessing of the 1st derivative of Savitzky Golay, and 0.518and 0.229% with a preprocessing normalization, respectively.

키워드

Vis/NIR spectroscopyTransmittance spectraCherry tomatoInternal qualityPartial least square analysis
제목
Study on Prediction of Internal Quality of Cherry Tomato using Vis/NIR Spectroscopy
제목 (타언어)
가시광 및 근적외선 분광기법을 이용한 방울토마토의 내부품질 예측에 관한 연구
저자
김대용조병관김영식모창연
발행일
2010-12
유형
Y
저널명
Journal of Biosystems Engineering
35
6
페이지
450 ~ 457