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Hyperspectral imaging and multivariate accelerated shelf life testing (MASLT) approach for determining shelf life of rocket leaves

机译:高光谱成像和多元加速货架期测试(MASLT)方法确定火箭叶片的货架期

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摘要

The feasibility of using spectral profiles for the estimation of the shelf life of the rocket leaves was evaluated using a multivariate accelerated shelf life testing (MASLT) approach. Spectral changes over time were modeled by using principal component analysis (PCA) and as variation to the conventional method, partial least squares (PLS) method. Kinetic charts were built fitting the first principle component (PC1) and the first latent variable (LV1) scores versus time. In both cases, the kinetics were described by a first order reaction, obtaining R2values of 0.73, 0.94 and 0.95 for samples stored at 5, 10 and 15 °C, respectively. The spectra of samples judged unacceptable were used for the calculation of the cut-off value, estimated to be 3.955, leading to shelf life estimations of 9.8, 4.3 and 3.1 days for PCA based MASLT at the three temperatures, respectively. For PLS based MASLT the shelf life was 9.4, 4.5 and 3.3 days for samples stored at the three respective temperatures. Conclusively, shelf-life was correctly estimated by conventional MASLT using PCA and also with the newly proposed technique using PLS.
机译:使用多元加速货架期测试(MASLT)方法评估了使用光谱曲线估算火箭叶片货架期的可行性。使用主成分分析(PCA)对光谱随时间的变化进行建模,并作为传统方法的一种变化,使用偏最小二乘(PLS)方法进行建模。建立了适合于第一主成分(PC1)和第一潜变量(LV1)得分随时间变化的动力学图。在这两种情况下,动力学都是通过一级反应来描述的,分别在5、10和15°C下储存的样品的R2值分别为0.73、0.94和0.95。判断为不可接受的样品光谱用于计算截断值,估计为3.955,这导致在三个温度下基于PCA的MASLT的保质期分别估计为9.8、4.3和3.1天。对于基于PLS的MASLT,在三个相应温度下存储的样品的货架期分别为9.4、4.5和3.3天。最后,可以通过使用PCA的常规MASLT以及使用PLS的新技术来正确估算保质期。

著录项

  • 来源
    《Journal of food engineering》 |2018年第12期|122-133|共12页
  • 作者单位

    Dip.to di Scienze Agrarie, degli Alimenti e dell’Ambiente, Università di Foggia;

    Dip.to di Scienze Agrarie, degli Alimenti e dell’Ambiente, Università di Foggia;

    Dip.to di Scienze Agrarie, degli Alimenti e dell’Ambiente, Università di Foggia;

    Dip.to di Scienze Agrarie, degli Alimenti e dell’Ambiente, Università di Foggia;

    Dept. of Food Science (KU-FOOD), Chemometrics and Analytical Technologies CAT. Faculty of Sciences, University of Copenhagen;

    Dip.to di Scienze Agrarie, degli Alimenti e dell’Ambiente, Università di Foggia;

  • 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

    PCA; PLS; Cutoff; Kinetic; Appearance;

    机译:PCA;PLS;切断;运动;外观;
  • 入库时间 2022-08-17 23:22:49

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