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Non-invasive and rapid pH monitoring for meat quality assessment using a low-cost portable hyperspectral scanner

机译:使用低成本便携式高光谱扫描仪进行无创且快速的pH监测,以评估肉质

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摘要

It has been demonstrated that optical spectroscopy is a powerful tool for the quantitative monitoring of the main chemical components in food. However, portable spectrometer for on-site food quality assessment has rarely been reported. Here, a low-cost and portable hyperspectral scanner is developed. Utilizing this hyperspectral scanner by handheld push-broom scanning, reflectance spectra of meat samples can be obtained non-invasively and rapidly. Support vector regression (SVR) model is used to predict the pH value. The prediction accuracy rate of the model is close to 90%, and the coefficient of determination is about 0.93, which shows the feasibility of this system in on-site monitoring pH of meat.
机译:已经证明,光谱学是定量监测食品中主要化学成分的有力工具。但是,很少有用于现场食品质量评估的便携式光谱仪。在此,开发了低成本且便携式的高光谱扫描仪。通过手持式扫帚扫描使用这种高光谱扫描仪,可以无创,快速地获得肉类样品的反射光谱。支持向量回归(SVR)模型用于预测pH值。该模型的预测准确率接近90%,确定系数约为0.93,说明该系统在现场监测肉类pH值的可行性。

著录项

  • 来源
    《Meat Science 》 |2019年第6期| 73-80| 共8页
  • 作者单位

    Zhejiang Univ, Ctr Opt & Electromagnet Res, Natl Engn Res Ctr Opt Instruments, Hangzhou 310058, Zhejiang, Peoples R China|Suzhou YouHan Informat Technol Ltd, Suzhou 215500, Peoples R China;

    Hainan Univ, Mech & Elect Engn Coll, Haikou 570228, Hainan, Peoples R China;

    Suzhou YouHan Informat Technol Ltd, Suzhou 215500, Peoples R China;

    Hainan Univ, Mech & Elect Engn Coll, Haikou 570228, Hainan, Peoples R China;

    Zhejiang Univ, Ctr Opt & Electromagnet Res, Natl Engn Res Ctr Opt Instruments, Hangzhou 310058, Zhejiang, Peoples R China|Suzhou YouHan Informat Technol Ltd, Suzhou 215500, Peoples R China;

    Zhejiang Univ, Ctr Opt & Electromagnet Res, Natl Engn Res Ctr Opt Instruments, Hangzhou 310058, Zhejiang, Peoples R China|Suzhou YouHan Informat Technol Ltd, Suzhou 215500, Peoples R 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

    pH monitoring; Portable hyperspectral scanner; Spectral imaging; Handheld scanning; Spectroscopy; Support vector regression (SVR);

    机译:pH监测;便携式高光谱扫描仪;光谱成像;手持式扫描;光谱学;支持向量回归(SVR);

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