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Estimation of adenosine triphosphate content in ready-to-eat sausages with different storage days, using hyperspectral imaging coupled with R statistics

机译:使用高光谱成像和R统计量估算不同储存天数的即食香肠中的三磷酸腺苷含量

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摘要

A hyperspectral imaging (HSI) system (380-1000 nm) was investigated for non-invasively estimating adenosine triphosphate (ATP) content in ready-to-eat sausages during 5 days storage at 35 degrees C. A set of pretreated combinations were carried out on preprocessing the spectra to improve the performance of partial least squares regression (PLSR). According to the regression coefficient values, ten important wavelengths (385, 390, 395, 505, 580, 670, 745, 780, 855, and 955 nm) were selected in this study. PLSR models developed using full wavelengths and optimal wavelengths showed the prediction coefficient of determination (r(p)(2)) up to 0.8324 and 0.8606, respectively. The concentration and location of the ATP content in sausages were for the first time displayed via chemical imaging developed by R statistics. Combining HSI and multivariate analysis can quantify and visualize ATP dynamic changes during storage and a great potential in the processed meat industry for real-time inspection.
机译:研究了高光谱成像(HSI)系统(380-1000 nm),以无创方式估算在35摄氏度下储存5天即食香肠中的三磷酸腺苷(ATP)含量。进行了一组预处理的组合对光谱进行预处理以提高偏最小二乘回归(PLSR)的性能。根据回归系数值,选择了十个重要波长(385、390、395、505、580、670、745、780、855和955 nm)。使用全波长和最佳波长开发的PLSR模型显示预测的确定系数(r(p)(2))分别高达0.8324和0.8606。通过R statistics开发的化学成像首次显示了香肠中ATP含量的浓度和位置。将HSI和多变量分析相结合,可以量化和可视化存储过程中ATP的动态变化,并在加工肉行业中具有巨大的实时检测潜力。

著录项

  • 来源
    《Food Chemistry》 |2018年第30期|419-426|共8页
  • 作者单位

    Univ Tokyo, Grad Sch Agr & Life Sci, Bunkyo Ku, 1-1-1 Yayoi, Tokyo 1138657, Japan;

    Univ Tokyo, Grad Sch Agr & Life Sci, Bunkyo Ku, 1-1-1 Yayoi, Tokyo 1138657, Japan;

    Univ Tokyo, Grad Sch Agr & Life Sci, Bunkyo Ku, 1-1-1 Yayoi, Tokyo 1138657, Japan;

    Univ Seville, Fac Farm, Dept Nutr & Food Sci, Food Color & Qual Lab, E-41012 Seville, Spain;

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

    Ready-to-eat sausages; ATP; Hyperspectral imaging; PLSR; R statistics;

    机译:即食香肠;ATP;高光谱成像;PLSR;R统计;
  • 入库时间 2022-08-17 23:20:02

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