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Compressive strength of masonry made of clay bricks and cement mortar: Estimation based on Neural Networks and Fuzzy Logic

机译:粘土砖和水泥砂浆砌体的抗压强度:基于神经网络和模糊逻辑的估计

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摘要

The use of mathematical tools such as Artificial Neural Networks and Fuzzy Logic has been shown to be useful for solving complex engineering problems, without the need to reproduce the phenomenon under study, when the only information available consists of the parameters of the problem and the desired results. Based on a collection of 96 laboratory tests, this paper uses Artificial Neural Networks and Fuzzy Logic to determine the compressive strength of a masonry structure composed of clay bricks and cement mortar, by using only two parameters: the compressive strength of the mortar and that of the bricks. These mathematical techniques are an alternative to the complex analytical formulas dependent on a large number of parameters and to empirical formulas, which, even though simple, often give unrealistic values. The results obtained are compared to the calculation methods proposed by other authors and other standards and demonstrate the suitability of using Neural Networks and Fuzzy Logic to predict the compressive strength of masonry.
机译:当仅可用的信息包括问题的参数和所需的信息时,使用人工神经网络和模糊逻辑等数学工具已被证明对于解决复杂的工程问题非常有用,而无需重现正在研究的现象。结果。基于96项实验室测试,本文使用人工神经网络和模糊逻辑通过仅使用两个参数来确定由粘土砖和水泥砂浆组成的砖石结构的抗压强度:砂浆的抗压强度和混凝土的抗压强度。砖头。这些数学技术是依赖大量参数的复杂分析公式和经验公式的替代方法,这些经验公式即使很简单,也常常给出不切实际的值。将获得的结果与其他作者和其他标准提出的计算方法进行了比较,证明了使用神经网络和模糊逻辑预测砌体的抗压强度的适用性。

著录项

  • 来源
    《Engineering Structures》 |2013年第3期|21-27|共7页
  • 作者单位

    ICITECH, Depanamento de Ingenieria de la Construction, y Proyectos de lngenieria Civil, Universitat Politecnica, de Valencia, Camino de Vera s, 46071 Valencia, Spain;

    ICITECH, Depanamento de Ingenieria de la Construction, y Proyectos de lngenieria Civil, Universitat Politecnica, de Valencia, Camino de Vera s, 46071 Valencia, Spain;

    ICITECH, Depanamento de Ingenieria de la Construction, y Proyectos de lngenieria Civil, Universitat Politecnica, de Valencia, Camino de Vera s, 46071 Valencia, Spain;

  • 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

    neural networks; fuzzy logic; masonry; compressive strength;

    机译:神经网络;模糊逻辑;石工;抗压强度;

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