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开发一个统计模型,以检测大西洋鲑鱼的质量和储存条件。

Development of a statistical model to detect quality and storage conditions of Atlantic salmon.

机构信息

Norwegian University of Science and Technology (NTNU), Norway.

Norwegian University of Science and Technology (NTNU), Norway.

出版信息

Food Chem. 2018 Aug 30;258:381-386. doi: 10.1016/j.foodchem.2018.03.045. Epub 2018 Mar 13.

DOI:10.1016/j.foodchem.2018.03.045
PMID:29655749
Abstract

The ever-increasing demand for fish as a food, has led to the development of new handling and packaging technologies resulting in premium quality fish products. In order to avoid frauds reaching the market, fish quality assurance methods need to be developed. In this study, two statistical models of biochemical processes that occur in Atlantic salmon during two weeks of storage at 0 and 4 °C were developed. These models were further used to detect salmon quality and its storage conditions. The biochemical processes were monitored using Nuclear Magnetic Resonance (NMR) spectroscopy and principal component analysis (PCA). The Soft Independent Modeling of Class Analogy (SIMCA) approach was applied to develop and evaluate the models. The fraud detection potential of the models was tested using samples of various quality and storage parameters. It was shown that the developed models are able to discriminate quality, time and temperature of stored Atlantic salmon.

摘要

随着人们对鱼类食品需求的不断增加,新的处理和包装技术得到了发展,从而产生了优质的鱼类产品。为了避免欺诈品进入市场,需要开发鱼类质量保证方法。在这项研究中,我们开发了两种统计模型,用于描述大西洋鲑鱼在 0°C 和 4°C 下储存两周期间发生的生化过程。这些模型进一步用于检测鲑鱼的质量及其储存条件。使用核磁共振(NMR)光谱和主成分分析(PCA)监测生化过程。应用软独立建模分类分析(SIMCA)方法来开发和评估模型。使用不同质量和储存参数的样本测试了模型的欺诈检测潜力。结果表明,所开发的模型能够区分储存大西洋鲑鱼的质量、时间和温度。

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