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Authentication of barley-finished beef using visible and near infrared spectroscopy (Vis-NIRS) and different discrimination approaches

机译:使用可见和近红外光谱(Vis-Nirs)和不同的辨别方法认证大麦成品牛肉

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摘要

This study evaluated visible and near-infrared spectroscopy (Vis-NIRS) to authenticate barley-finished beef using different discrimination approaches. Dietary grain source (barley, corn, or blend-50% barley/50% corn) did not affect (P > 0.05) meat quality but influenced (P < 0.05) fatty acid profiles. The longissimus thoracis (LT) from barley-fed steers had lower n-6 fatty acid content and n-6-3 ratio compared to LT from com and blended grain-fed steers. Vis-NIRS coupled with partial least square discriminant analysis (PLS-DA) and support vector machine in the linear (L-SVM) kernel classified with approximately 70% overall accuracy subcutaneous fat and intact LT samples, respectively, from barley, corn, and blended-fed cattle. When only barley and corn samples were considered, fat and intact LT samples were correctly classified with overall accuracy >94% with PLS-DA and radial/L-SVM, and approximately 90% with PLS-DA and L-SVM, respectively. Ground LT samples were classified with <70% overall accuracy. Vis-NIRS measurements on fat and intact LT have potential to discriminate between corn and barley-fed beef.
机译:本研究评估了可见和近红外光谱(Vis-Nirs)以使用不同的辨别方法验证大麦成品的牛肉。膳食谷物源(大麦,玉米或混纺 - 50%大麦/ 50%玉米)不影响(P> 0.05)肉质,但受影响(P <0.05)脂肪酸型材。与来自COM和混合的谷物饲料的LT比较的与来自COM和混合的谷物饲料的LT相比,来自大麦喂食器的长乳蛋白(LT)具有较低的N-6脂肪酸含量和N-6 / N-3比。 Vis-Nirs与部分最小二乘判别分析(PLS-DA)和支持载体机在线性(L-SVM)内核中,分别以大约70%的整体精度皮下脂肪和完整的LT样品,从大麦,玉米和混纺牛。当考虑只有大麦和玉米样品时,用PLS-DA和径向/ L-SVM的整体精度> 94%正确地分类脂肪和完整的LT样品,以及PLS-DA和L-SVM的大约90%。将LT LT样品分类为<70%的总精度。 Vis-nirs对脂肪和完整的测量有可能辨别玉米和大麦喂食牛肉。

著录项

  • 来源
    《Meat Science》 |2021年第2期|108342.1-108342.10|共10页
  • 作者单位

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada Faculty of Agricultural Sciences University of Antioquia Carrera 75 #65-87 Medellin Colombia Corporation Colombiana de Investigation Agropecuaria (AGROSAVIA) Turipana Research Centre Km 13 road Monteria - Cerete Cordoba Colombia;

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada;

    College of Agriculture and Bioresowces University of Saskatchewan Saskatoon SK S7N 5A8 Canada;

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada;

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada;

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada;

    Department of Animal Science University of California 2201 Meyer Hall Davis CA 95616 United States;

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada;

    Faculty of Agricultural Sciences University of Antioquia Carrera 75 #65-87 Medellin Colombia;

    Agriculture and Agri-Food Canada Lacombe Research and Development Centre Lacombe Alberta T4L 1 W1 Canada;

  • 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

    Barley; Beef; MRS; PLS-DA; Support vector machine;

    机译:大麦;牛肉;太太;PLS-DA;支持矢量机器;

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