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Identification of Water Diffusivity of Inorganic Porous Materials Using Evolutionary Algorithms

机译:进化算法识别无机多孔材料的水扩散率

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摘要

Two evolutionary algorithms are introduced as universal approaches for the identification of water transport characteristics of inorganic porous materials in both absorption and desorption phases. At first, genetic algorithm and genetic programming are applied for the inverse analysis of water content profiles measured in an absorption experiment. A comparison of results with the output of the commonly used Boltzmann-Matano approach shows that the calculated diffusivities can reproduce experimental data with a similarly good or even slightly better accuracy. In the second part of investigations, a water desorption experiment is realized for autoclaved aerated concrete, a typical representative of inorganic porous materials used in the construction sector. The genetic algorithm and genetic programming exhibit an excellent performance also in this case. Both approaches can thus be considered as viable, more universal alternatives to the traditional methods.
机译:作为通用方法,引入了两种进化算法来识别无机多孔材料在吸收和解吸阶段的输水特性。首先,将遗传算法和遗传程序用于在吸收实验中测得的水分含量分布图的逆分析。将结果与常用的Boltzmann-Matano方法的输出进行比较,结果表明,计算出的扩散率可以再现实验数据,其准确性相似,甚至更好。在研究的第二部分中,对蒸压加气混凝土(在建筑领域中使用的无机多孔材料的典型代表)进行了水脱附实验。在这种情况下,遗传算法和遗传编程也表现出出色的性能。因此,这两种方法都可以视为传统方法的可行,更通用的替代方法。

著录项

  • 来源
    《Transport in Porous Media》 |2016年第1期|51-66|共16页
  • 作者单位

    Czech Tech Univ, Dept Mat Engn & Chem, Fac Civil Engn, Thakurova 7, Prague 16629 6, Czech Republic;

    Czech Tech Univ, Dept Mat Engn & Chem, Fac Civil Engn, Thakurova 7, Prague 16629 6, Czech Republic;

    Czech Tech Univ, Dept Mat Engn & Chem, Fac Civil Engn, Thakurova 7, Prague 16629 6, Czech Republic;

    Czech Tech Univ, Dept Mat Engn & Chem, Fac Civil Engn, Thakurova 7, Prague 16629 6, Czech Republic;

    Acad Sci Czech Republic, Inst Inorgan Chem, Husinec Rez 1001, CZ-25068 Rez, Czech Republic;

    Czech Tech Univ, Dept Mat Engn & Chem, Fac Civil Engn, Thakurova 7, Prague 16629 6, Czech Republic;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Evolutionary algorithms; Water transport; Inorganic porous materials; Inverse analysis;

    机译:进化算法;输水;无机多孔材料;反分析;

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