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Effect of the water content measurements on the estimation and identifiability of water diffusion and convection mass transfer coefficients

机译:水分测量对水扩散和对流传质系数的估计和可识别性的影响

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摘要

The aim of this work was to determine the impact of water content measurements on the structural and practical identifiability of the diffusion and the convection mass transfer coefficients. Global or internal water content were generated from the diffusion model with the addition of Gaussian noise. The diffusion and convection mass transfer coefficients were estimated from the water content by least-squares minimization and their confidence interval was calculated using the profile likelihood and the asymptotic methods. A unique combination of mass transfer coefficients reproduced exactly water content values without noise, indicating their structural identifiability. The coefficients were practically identifiable from the internal water content or the global water content if the noise intensity was less than 2% and 5%, respectively. The confidence intervals of the coefficients were asymmetric and were not accurately described by the asymptotic method.
机译:这项工作的目的是确定含水量测量对扩散的结构和实际可识别性以及对流传质系数的影响。总体模型或内部水分是由扩散模型加上高斯噪声生成的。通过最小二乘最小化从水含量估算扩散和对流传质系数,并使用分布似然法和渐近方法计算其置信区间。传质系数的独特组合可精确再现水含量值,而无噪音,表明它们的结构可识别性。如果噪声强度分别小于2%和5%,则可以从内部含水量或总体含水量中实际确定这些系数。系数的置信区间是不对称的,没有通过渐近方法准确描述。

著录项

  • 来源
    《International Journal of Heat and Mass Transfer》 |2015年第11期|480-490|共11页
  • 作者单位

    Universite de Sherbrooke, Department of Chemical and Biotechnological Engineering, 2500 Universite blvd, Sherbrooke, Quebec J1K 2R1, Canada;

    Universite de Sherbrooke, Department of Chemical and Biotechnological Engineering, 2500 Universite blvd, Sherbrooke, Quebec J1K 2R1, Canada;

    University of Waterloo, Department of Chemical Engineering, 200 University Avenue West, Waterloo, Ontario N2L 3G1, Canada;

    Agriculture and Agri-Food Canada, Food Research and Development Centre, 3600 Casavant Blvd West, Saint-Hyacinthe, Quebec J2S 8E3, Canada;

    Agriculture and Agri-Food Canada, Food Research and Development Centre, 3600 Casavant Blvd West, Saint-Hyacinthe, Quebec J2S 8E3, Canada;

  • 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

    Identifiability; Uncertainty; Mass transfer; Diffusion coefficient; Least-squares minimization;

    机译:可识别性;不确定;传质;扩散系数最小二乘最小化;

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