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Study of uncertainty in the fitting of diffusivity of Fick's Second Law of Diffusion with the use of Bootstrap Method

机译:用Bootstrap方法研究Fick扩散第二定律的扩散率拟合的不确定性

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摘要

Through appropriate considerations, Fick's Second Law of Diffusion admits analytical solution. A model based on this law was proposed and its analytical solution in series was obtained for mathematically modeling the soybean hydration process. The diffusivities were fitted to experimental data by nonlinear regression. The Bootstrap method was used to assess uncertainties that occur in the estimation of diffusivity. The study was based on the analysis of the influence that the amount of terms of the series (analytical solution) exerts on the variability of the diffusivity values adjusted. The results showed that the variability of these values decreases considerably as more terms of the series are considered in analytical solution. From ten terms considered in the series, the variability of the diffusivity becomes stable. The results also showed that the number of terms of the series may compromise the correct interpretation of the influence of temperature in the diffusivity values. (C) 2016 Elsevier Ltd. All rights reserved.
机译:通过适当的考虑,菲克的扩散第二定律承认了解析解。提出了基于该定律的模型,并获得了一系列的分析解决方案,用于对大豆水化过程进行数学建模。通过非线性回归将扩散率拟合到实验数据。 Bootstrap方法用于评估在估计扩散率时出现的不确定性。该研究基于对系列项(分析溶液)的数量对所调整扩散系数值的变化性的影响的分析。结果表明,随着在分析解决方案中考虑更多系列项,这些值的变异性显着降低。从系列中考虑的十个项,扩散率的可变性变得稳定。结果还表明,级数的数目可能会损害对扩散率值中温度影响的正确解释。 (C)2016 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Journal of food engineering 》 |2016年第9期| 63-68| 共6页
  • 作者单位

    Fed Technol Univ Parana UTFPR, Dept Chem Engn, POB 135, BR-85601970 Francisco Beltrao, PR, Brazil;

    State Univ Maringa UEM, Dept Stat, Av Colombo 5790,Bloco E90-206, BR-87020900 Maringa, Parana, Brazil;

    State Univ Maringa UEM, Dept Chem Engn, Chem Engn Grad Program, Av Colombo 5790,Bloco E46-09, BR-87020900 Maringa, Parana, Brazil;

  • 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

    Diffusion; Soybean hydration; Bootstrap method; Diffusivity;

    机译:扩散;大豆水化;Bootstrap法;扩散率;

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