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Relationship between shelf-life and optical properties of 'Yuanhuang' pear in the region of 400-1150 nm

机译:圆黄梨在400-1150 nm范围内货架期与光学性质的关系

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The main goals of this study are to investigate the potential of absorption coefficient for the prediction of water contents in 'Yuanhuang' pear and analyze the relationship between the shelf-life and bulk optical properties in the range of 900-1050 nm. An automated integrating sphere (AIS) system was used to measure the total reflectance, total transmittance of pear flesh tissues in visible-Near infrared (Vis-NIR) range. These two measurements were used to estimate the absorption coefficient μ_a and reduced scattering coefficient μ'_s of pear samples by using an inverse adding doubling (IAD) light propagation model. The detection accuracy of the AIS system was verified by using both liquid (Intralipid-20% as scatterer) and solid phantom (TiO_2 as scatterer, carbon black as absorber). The relative error of measurement of μ'_s of liquid phantom with four different concentration (0.5%,l%,1.5%,2%) at 632.8 nm, 751 nm, 833 nm are less than 10% except for 2% concentration at 833 nm, and the relative error of measurement μ_a and μ'_s of solid phantom at 525.4 nm, 632.1 nm, 710.3 nm and 780.1 nm are less than 5% except for the μ_a at 525.4 nm. A total of 140 samples were used to conduct the moisture measurement, and drying method was used. Predictive models for moisture content from μ_a data were constructed using partial least squares regression (PLSR). The coefficient of correlation of calibration set (R_c) and validation set (R_p) were 0.50 and 0.45 respectively. The relationship between the shelf-life and optical properties was analyzed by dividing pear samples into three categories according to the actual shelf-life, and calculating classification accuracy by using actual and calculated shelf-life grade.
机译:这项研究的主要目的是研究吸收系数在预测“元皇”梨中水分含量方面的潜力,并分析在900-1050 nm范围内的货架期与整体光学性质之间的关系。使用自动积分球(AIS)系统在可见-近红外(Vis-NIR)范围内测量梨肉组织的总反射率和总透射率。通过使用反向加倍(IAD)光传播模型,这两个测量值被用于估计梨样品的吸收系数μ_a和降低的散射系数μ'_s。使用液体(Intralipid-20%作为散射体)和固体幻影(TiO_2作为散射体,炭黑作为吸收体)验证了AIS系统的检测精度。在632.8 nm,751 nm,833 nm处有四种不同浓度(0.5%,l%,1.5%,2%)的液体体模μ's的测量相对误差小于10%,除了在833%浓度下为2%除了在525.4nm处的μ_a以外,在525.4nm,632.1nm,710.3nm和780.1nm处的实心模型的测量值μ_a和μ′s的相对误差小于5%。总共使用140个样品进行水分测量,并使用干燥方法。使用偏最小二乘回归(PLSR)构建了来自μ_a数据的水分含量预测模型。校准集(R_c)和验证集(R_p)的相关系数分别为0.50和0.45。通过根据实际货架寿命将梨样品分为三类,并通过使用实际和计算的货架寿命等级来计算分类精度,来分析货架寿命与光学性质之间的关系。

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