Quantitative Evaluation of Color, Firmness, and Soluble Solid Content of Korla Fragrant Pears via IRIV and LS-SVM
نویسندگان
چکیده
Customers pay significant attention to the organoleptic and physicochemical attributes of their food with improvement living standards. In this work, near infrared hyperspectral technology was used evaluate one-color parameter, a*, firmness, soluble solid content (SSC) Korla fragrant pears. Moreover, iteratively retaining informative variables (IRIV) least square support vector machine (LS-SVM) were applied together construct evaluating models for quality parameters. A set 200 samples chosen its data acquired by using a imaging system. Optimal spectral preprocessing methods selected obtain out partial regression (PLSRs). The results show that combination multiplicative scatter correction (MSC) Savitsky-Golay (S-G) is most effective method parameters fruit. Different characteristic wavelengths a* value, SSC pears, respectively, after 6 iterations. These values obtained via IRIV reverse elimination method. correlation coefficients validation measure 0.927, 0.948, 0.953, respectively. Furthermore, error weight, γ, kernel function σ2, same (8.67 × 104, 1.21 103), (1.45 2.93 104), (2.37 105, 3.80 This study demonstrates LS-SVM can be pears define grade.
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ژورنال
عنوان ژورنال: Agriculture
سال: 2021
ISSN: ['2077-0472']
DOI: https://doi.org/10.3390/agriculture11080731