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首页> 外文期刊>Engineering with Computers >An innovative approach for bond strength modeling in FRP strip-to-concrete joints using adaptive neuro-fuzzy inference system
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An innovative approach for bond strength modeling in FRP strip-to-concrete joints using adaptive neuro-fuzzy inference system

机译:采用自适应神经模糊推理系统FRP条带 - 混凝土关节粘合强度建模的创新方法

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摘要

In this study, a new computational approach for determination of the bond strength of fibre reinforced polymer (FRP) strip-to-concrete joints is presented based on adaptive neuro-fuzzy inference system (ANFIS). For this purpose, 150 experimental data were gathered from the literature. The number of 120 data was used to train the system, and the other 30 were applied to the test. Six parameters including the compressive strength of the concrete, width of the concrete prism, FRP thickness, FRP modulus of elasticity, FRP bond length and FRP width were utilized to determine the bond strength. The results of the proposed ANFIS show high accuracy in the model. A comparison study with other published equations was also done, and it was concluded that ANFIS had less error and also had better results in comparison with other existing methods. Finally, a sensitivity analysis was done to investigate the relative importance of each input parameter on the target.
机译:在该研究中,基于自适应神经模糊推理系统(ANFIS),提出了一种用于测定纤维增强聚合物(FRP)条状接头的键合强度的新计算方法。为此目的,从文献中收集了150个实验数据。使用120个数据的数量用于训练系统,并将其他30应用于测试。包括混凝土的抗压强度,混凝土棱镜宽度,FRP厚度,FRP弹性模量,FRP键合长度和FRP宽度的六个参数用于确定粘合强度。拟议的ANFIS的结果显示了模型的高精度。还完成了与其他公开方程的比较研究,得出结论,与其他现有方法相比,ANFIS误差较差,并且还具有更好的结果。最后,完成了敏感性分析,以研究每个输入参数对目标的相对重要性。

著录项

  • 来源
    《Engineering with Computers》 |2020年第3期|1083-1100|共18页
  • 作者单位

    Faculty of Civil Engineering Semnan University Semnan Iran Institute of Industrial Science The University of Tokyo 4-6-1 Komaba Meguro-Ku Tokyo 153-8505 Japan;

    Faculty of Civil Engineering Semnan University Semnan Iran;

    Institute of Industrial Science The University of Tokyo 4-6-1 Komaba Meguro-Ku Tokyo 153-8505 Japan;

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

    Bond strength; ANFIS; Concrete; FRP; Joint;

    机译:粘结强度;ANFIS;具体的;FRP;联合的;

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