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首页> 外文期刊>Food Chemistry >Rapid and non-destructive determination of drip loss and pH distribution in farmed Atlantic salmon (Salmo salar) fillets using visible and near-infrared (Vis-NIR) hyperspectral imaging
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Rapid and non-destructive determination of drip loss and pH distribution in farmed Atlantic salmon (Salmo salar) fillets using visible and near-infrared (Vis-NIR) hyperspectral imaging

机译:使用可见和近红外(Vis-NIR)高光谱成像技术快速,无损地测定养殖大西洋鲑鱼(Salmo salar)鱼片的滴水损失和pH分布

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摘要

Drip loss and pH are important indices in quality assessment of salmon products. This work was carried out for rapid and non-destructive determination of drip loss and pH distribution in salmon fillets using near-infrared (Vis-NIR) hyperspectral imaging. Hyperspectral images were acquired for salmon fillet samples and their spectral signatures in the 400-1700 nm range were extracted. Partial least square regression (PLSR) was used to correlate the spectra with reference drip loss and pH values. Important wavelengths were selected using the regression coefficients method to develop new PLSR models, leading to a correlation coefficient of cross-validation (r_(cv)) of 0.834 with root-mean-square errors by cross-validation (RMSECV) of 0.067 for drip loss and a r_(cv) of 0.877 with RMSECV of 0.046 for pH, respectively. Distribution maps of drip loss and pH were generated based on the new PLSR models using image processing algorithms. The results showed that Vis-NIR hyperspectral imaging technique combined with PLSR calibration analysis offers an effective quantitative capability for determining the spatial distribution of drip loss and pH in salmon fillets.
机译:鲑鱼产品的滴水损失和pH值是质量评估的重要指标。这项工作是使用近红外(Vis-NIR)高光谱成像技术对鲑鱼片的滴水损失和pH分布进行快速,无损测定的。采集鲑鱼片样品的高光谱图像,并提取其在400-1700 nm范围内的光谱特征。使用偏最小二乘回归(PLSR)将光谱与参考滴水损失和pH值相关联。使用回归系数方法选择重要的波长以开发新的PLSR模型,从而得出滴水交叉验证(RMSECV)为0.067时,交叉验证(r_(cv))的相关系数与均方根误差为0.834 pH的损失分别为0.077,RMSECV为0.046,r_(cv)为0.877。使用图像处理算法,基于新的PLSR模型,生成滴水损失和pH的分布图。结果表明,Vis-NIR高光谱成像技术与PLSR校准分析相结合,为确定鲑鱼片的滴水损失和pH值的空间分布提供了有效的定量能力。

著录项

  • 来源
    《Food Chemistry》 |2014年第1期|394-401|共8页
  • 作者

    Hong-Ju He; Di Wu; Da-Wen Sun;

  • 作者单位

    Food Refrigeration and Computerised Food Technology (FRCFT), School of Biosystems Engineering, University College Dublin, National University of Ireland, Agriculture & Food Science Centre, Belfield, Dublin 4, Ireland;

    Food Refrigeration and Computerised Food Technology (FRCFT), School of Biosystems Engineering, University College Dublin, National University of Ireland, Agriculture & Food Science Centre, Belfield, Dublin 4, Ireland;

    Food Refrigeration and Computerised Food Technology (FRCFT), School of Biosystems Engineering, University College Dublin, National University of Ireland, Agriculture & Food Science Centre, Belfield, Dublin 4, Ireland;

  • 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

    Drip loss; PH; Fish; Salmon; Hyperspectral imaging; Imaging spectroscopy; Partial least square regression (PLSR);

    机译:滴水损失PH;鱼;三文鱼;高光谱成像;成像光谱;偏最小二乘回归(PLSR);

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