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Non-invasive quality analysis of thawed tuna using near infrared spectroscopy with baseline correction

机译:基线校正用近红外光谱法的无侵入性质量分析

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摘要

In order to investigate the ability of NIR spectroscopy coupled with baseline correction to detect quality-related changes of thawed tuna during the storage and the transportation. First, adaptive iteratively reweighted penalized least squares (airPLS) method was taken to eliminate the baseline and estimate spectra feature peaks of 168 samples (bigeye = 82, yellowfin = 86), and the Monte Carlo method was used to determine the optimal adjustment parameter lambda. Second, predictive models based on the fitted features were established by the partial least squares regression (PLSR) to estimate docosahexaenoic acid (DHA), eicosapentaenoic acid (EPA), fat, and protein content. Compared with the standard normal variate (SNV), the proposed airPLS achieved good performance in a comparative experimental test. When the original spectra was preprocessed by airPLS, the number of feature peaks (n(f)) and the mean value ofR(2)(R over bar 2) achieved 6 and 0.89 respectively, which is greater than that of the preprocessing algorithm SNV (n(f)= 4andR over bar 2=0.79). The proposed airPLS effectively reduces the interfering variability and reserves much more NIR features, which is a feasible and stable method for quality-related analysis of the thawed tuna.
机译:为了探讨NIR光谱耦合与基线校正的能力,以检测储存期间解冻金枪鱼的质量相关变化。首先,采取自适应迭代重新重复罚球最小二乘(AirPLS)方法以消除168个样品的基线和估计光谱特征峰(Bigeye = 82,Yellowfin = 86),并且蒙特卡罗方法用于确定最佳调整参数Lambda 。其次,基于拟合特征的预测模型由局部最小二乘回归(PLSR)建立,以估计二十四六六烯酸(DHA),二十甲苯甲酸(EPA),脂肪和蛋白质含量。与标准正常变化(SNV)相比,所提出的Airpls在比较实验测试中取得了良好的性能。当通过Airpl预处理原始光谱时,分别达到6和0.89的特征峰(N(F))和平均值的平均值,其大于预处理算法SNV的特征峰值(2)(R over BAR 2) (n(f)= 4andr rad 2 = 0.79)。所提出的Airpls有效地减少了干扰的变化,储备了更多的NIR特征,这是一种可行和稳定的解冻金枪鱼质量分析方法。

著录项

  • 来源
    《Journal of food process engineering》 |2020年第8期|e13445.1-e13445.9|共9页
  • 作者单位

    Anhui Univ Key Lab Intelligent Comp & Signal Proc Sch Elect Engn & Automat Minist Educ Hefei Peoples R China|Jiangsu Univ Sch Elect & Informat Engn Zhenjiang Jiangsu Peoples R China;

    Anhui Univ Key Lab Intelligent Comp & Signal Proc Sch Elect Engn & Automat Minist Educ Hefei Peoples R China|Jiangsu Univ Sch Elect & Informat Engn Zhenjiang Jiangsu Peoples R China;

    Jiangsu Univ Sch Elect & Informat Engn Zhenjiang Jiangsu Peoples R China;

    Jiangsu Univ Sch Elect & Informat Engn Zhenjiang Jiangsu Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-18 21:34:04

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