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Determination of Drying Patterns of Radish Slabs under Different Drying Methods Using Hyperspectral Imaging Coupled with Multivariate Analysis

机译:高光谱成像结合多元分析确定不同干燥方式下萝卜坯的干燥方式

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摘要

Drying kinetics and the moisture distribution map of radish slabs under different drying methods (hot-air drying (HAD), microwave drying (MD), and hot-air and microwave combination drying (HMCD)) were determined and visualized by hyperspectral image (HSI) processing coupled with a partial least square regression (PLSR)-variable importance in projection (VIP) model, respectively. Page model was the most suitable in describing the experimental moisture loss data of radish slabs regardless of the drying method. Dielectric properties (DP, ) of radish slices decreased with the decrease in moisture content (MC) during MD, and the penetration depth of microwaves in radish was between 0.81 and 1.15 cm. The PLSR-VIP model developed with 38 optimal variables could result in the high prediction accuracies for both the calibration ( and ) and validation ( and ). In visualized drying patterns, the radish slabs dried by HAD had a higher moisture content at the center than at the edges; however, the samples dried by MD contained higher moisture content at the edges. The nearly uniform drying pattern of radish slabs under HMCD was observed in hyperspectral images. Drying uniformity of radish slabs could be improved by the combination drying method, which significantly reduces drying time.
机译:确定了不同干燥方式(热风干燥(HAD),微波干燥(MD),热风和微波组合干燥(HMCD))下萝卜干的干燥动力学和水分分布图,并通过高光谱图像(HSI)可视化)处理与投影模型(VIP)中的偏最小二乘回归(PLSR)变量重要性分别结合。不管干燥方法如何,Page模型最适合描述萝卜的实验水分损失数据。 MD期间,萝卜切片的介电特性(DP,)随水分含量(MC)的降低而降低,微波在萝卜中的渗透深度在0.81至1.15 cm之间。使用38个最佳变量开发的PLSR-VIP模型可能会在校准(和)和验证(和)方面产生较高的预测准确性。在可视化的干燥模式中,用HAD干燥的萝卜块在中心的水分含量高于边缘。然而,通过MD干燥的样品的边缘含水量较高。在高光谱图像中观察到在HMCD下萝卜块的干燥模式几乎均匀。组合干燥法可以提高萝卜坯的干燥均匀度,大大减少了干燥时间。

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