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Study on Interference from the Peel to Predict Apple Firmness by Near Infrared Spectroscopy

机译:利用近红外光谱研究果皮对苹果硬度的干扰预测

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The near infrared spectra of apples with peel and peeled were collected by FT-NIR spectrometer. In order to reduce the influence on the model of apple firmness, the useful wavelengths were selected and the outlier samples were deleted. To analyze the difference between the models with peel and peeled, the calibration and prediction samples were divided for ten times and were used to build the ten different firmness models for both peel and peeled. In the models of peeled apple, the correlation coefficient (r) and the relative standard deviation of prediction (RSDp) were all around 0.84 and 12.6%, respectively, indicating that the peeled models were stable. For the peel model, r and RSDp were 0.74-0.86 and 13.5-17.7%, respectively, suggesting that the stability of the peel model was not very good. The t-test for ten groups of RSDp showed that the difference was significant between the peel and peeled models (P<0.0001). In addition, the results from Magness-Taylor puncture test only represented the firmness of flesh. However, the near infrared diffuse reflectance spectra of peel apples contained the information of pectin substance from both peel and flesh. The pectin substance content was closely related to the apple's firmness. Therefore, the spectra and reference firmness data were not corresponded and the absorbance spectra of peel became the interference for the near infrared spectra of peel apple. It was obtained the reason for the prediction ability of peel apple model for the firmness reducing.
机译:FT-NIR光谱仪收集了果皮和去皮苹果的近红外光谱。为了减少对苹果硬度模型的影响,选择了有用的波长并删除了异常样本。为了分析具有剥离和剥离的模型之间的差异,将校准和预测样本划分十次,并用于建立十种不同的剥离和剥离模型。在苹果去皮模型中,相关系数(r)和相对预测标准偏差(RSDp)分别约为0.84和12.6%,这表明苹果去皮模型是稳定的。对于剥离模型,r和RSDp分别为0.74-0.86和13.5-17.7%,这表明剥离模型的稳定性不是很好。十组RSDp的t检验显示,剥离模型与剥离模型之间的差异显着(P <0.0001)。另外,Magness-Taylor穿刺试验的结果仅代表果肉的硬度。然而,苹果皮的近红外漫反射光谱包含来自果皮和果肉的果胶物质信息。果胶中的物质含量与苹果的硬度紧密相关。因此,光谱和参考硬度数据不对应,果皮的吸收光谱成为果皮近红外光谱的干扰。得出了苹果皮模型降低硬度的预测能力的原因。

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