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Evaluation of lipid oxidation of Chinese-style sausage during processing and storage based on electronic nose

机译:基于电子鼻的中式香肠加工和贮藏过程中脂质氧化评价

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摘要

A portable electronic nose was used for extracting flavour fingerprint map of Chinese-style sausage during processing and storage, in parallel with detection of acid value (AV) and peroxide value (POV) for evaluating lipid oxidation. Sausage samples during processing and storage were divided into three and five quality phases, respectively. After comparison of sensors response to lipid oxidation, optimal sensor array was determined. Several classification and regression models were developed to classify samples into their respective quality phase and predict lipid oxidation using full and optimal sensor array. Results indicated classification accuracy for sausage samples were, respectively, above 95% and 82% during the processing and storage. For support vector machine (SVM) and artificial neural networks (ANN) regression models, good performance in predicting AV and POV were obtained, with the coefficients of determination (R~2s) > 0.914 and 0.814 during processing and storage, respectively. Thus, E-nose demonstrated acceptable feasibility in evaluating the degree of lipid oxidation of Chinese-style sausage during processing and storage.
机译:使用便携式电子鼻在加工和储存过程中提取中式香肠的风味指纹图谱,同时检测酸值(AV)和过氧化物值(POV)以评估脂质氧化。在加工和储存期间的香肠样品分别分为三个和五个质量阶段。比较传感器对脂质氧化的响应后,确定最佳传感器阵列。开发了几种分类和回归模型,以将样品分为各自的质量相,并使用完整和最佳的传感器阵列预测脂质氧化。结果表明,在加工和储存过程中,香肠样品的分类准确度分别高于95%和82%。对于支持向量机(SVM)和人工神经网络(ANN)回归模型,在预测AV和POV方面获得了良好的性能,在处理和存储期间,确定系数(R〜2s)分别为0.914和0.814。因此,E-nose在评估中式香肠在加工和储存过程中脂质氧化程度方面表现出可接受的可行性。

著录项

  • 来源
    《Meat Science》 |2017年第11期|1-9|共9页
  • 作者单位

    College of Food Science and Technology, Nanjing Agricultural University, No. 1, Weigang Road, Nanjing, China;

    College of Food Science and Technology, Nanjing Agricultural University, No. 1, Weigang Road, Nanjing, China;

    College of Food Science and Technology, Nanjing Agricultural University, No. 1, Weigang Road, Nanjing, China;

    College of Food Science and Technology, Nanjing Agricultural University, No. 1, Weigang Road, Nanjing, 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

    Chinese-style sausage; Classification; Electronic nose; Lipid oxidation; Prediction; Sensors;

    机译:中式香肠;分类;电子鼻;脂质氧化;预测;感测器;

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