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Mapping of TBARS distribution in frozen-thawed pork using NIR hyperspectral imaging

机译:利用NIR高光谱成像技术绘制冻融猪肉中TBARS分布图

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摘要

In this study, NIR hyperspectral imaging technology was applied to determine the distribution of TBARS in frozen-thawed pork. A total of 240 fresh pork samples were assigned to 4 treatment groups (0, 1, 3, 5 frozen-thawed cycles). For each sample, a hyperspectral image (874-1734 nm) was collected, followed by chemical TBARS analysis. Successive projection algorithm (SPA) was applied to choose effective wavelengths (EWs). The selected 13 EWs of the calibration set and relevant TBARS value were used as inputs of partial least squares regression (PLSR) model, yielding correlation coefficient of prediction of 0.81 and root mean square error of prediction of 0.33. The developed PLSR model were applied pixel-wise to produce chemical maps of TBARS for 24 selected samples in the prediction set. The results indicated that NIR hyperspectral imaging combined with image processing has the potential to visualize TBARS distribution in frozen-thawed pork. This technique could be useful in real-time quality monitoring in meat industry.
机译:在这项研究中,NIR高光谱成像技术被用于确定TBARS在冻融猪肉中的分布。将总共​​240个新鲜猪肉样品分配到4个处理组(0、1、3、5个冻融循环)。对于每个样品,收集高光谱图像(874-1734 nm),然后进行化学TBARS分析。应用连续投影算法(SPA)选择有效波长(EWs)。所选的校准集的13个EW和相关的TBARS值用作偏最小二乘回归(PLSR)模型的输入,得出的预测相关系数为0.81,预测的均方根误差为0.33。将开发的PLSR模型逐像素应用,以生成预测集中24个选定样本的TBARS化学图。结果表明,NIR高光谱成像与图像处理相结合,可以可视化冻融猪肉中的TBARS分布。此技术可能对肉类行业的实时质量监控有用。

著录项

  • 来源
    《Meat Science》 |2016年第3期|92-96|共5页
  • 作者单位

    College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, Zhejiang 310058, China;

    College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, Zhejiang 310058, China;

    College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, Zhejiang 310058, China;

    College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, Zhejiang 310058, China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Hyperspectral imaging; Frozen-thawed pork; TBARS; Visualization;

    机译:高光谱成像;冻融猪肉;TBARS;可视化;
  • 入库时间 2022-08-17 23:27:40

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