4.7 Article

Ripeness evaluation of 'Sun Bright' tomato using optical absorption and scattering properties

期刊

POSTHARVEST BIOLOGY AND TECHNOLOGY
卷 103, 期 -, 页码 27-34

出版社

ELSEVIER
DOI: 10.1016/j.postharvbio.2015.02.007

关键词

Tomato; Ripeness; Optical properties; Absorption; Scattering; Hyperspectral imaging

资金

  1. National Natural Science Foundation of China [61275155, 61271384]
  2. 111 Project [1312018]

向作者/读者索取更多资源

Ripeness is one of the most important factors in determining the processing and eating quality of tomato. The objective of this research was to evaluate the changes of optical absorption and scattering properties in tomatoes during ripening, and develop classification models for grading the ripeness of tomatoes using optical absorption and scattering spectra. Optical absorption (mu(a)) and reduced scattering (mu(s)') coefficients over the spectral region between 500 nm and 950 nm were measured, using a hyperspectral imaging-based spatially-resolved instrument, for 281 'Sun Bright' tomatoes harvested at six ripeness grades (i.e., 'Green', 'Breaker', 'Turning', 'Pink', 'Light-red', 'Red'). Absorption peak around 675 nm decreased consistently with the progression of ripeness, and its mean value for 'Red' tomatoes was almost zero. The reduced scattering spectra, on the other hand, decreased monotonically with the increasing wavelength; the value of mu(s): also decreased successively from 'Green' to 'Turning', and an opposite trend was observed from 'Pink' to 'Red'. Partial least squares discriminant analysis (PLS-DA) models yielded 92.1%, 84.4%, 92.3%, and 92.1% classification accuracies for the three ripeness grades (i.e., 'Green/Breaker', 'Turning/Pink', and 'Light-red/Red'), when using the full spectra (500-950 nm) of mu(a), mu(s), mu(a)&mu(s) and the effective attenuation coefficient (mu(eff) = [3 mu(a)(mu(a)+mu(s)')](1/2)), respectively. The PLS-DA model using mu(eff) achieved an overall classification accuracy of 88.4% for the six ripeness grades, which was 2.5% and 10.2% better than using the optical parameters of mu(a), and mu(s)' alone. The research demonstrated that the optical absorption and scattering spectra, especially their combinations, are effective for classification of tomato ripeness. (C) 2015 Elsevier B.V. All rights reserved.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据