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Application of Neural Network for the Prediction of Tensile Properties of Friction Stir Welded Composites

机译:神经网络在搅拌摩擦焊接复合材料拉伸性能预测中的应用

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摘要

In this paper, an attempt has been made to apply the neural network (NN) techniques to predict the mechanical properties of friction stir welded composite materials. Nowadays, friction stri welding of composites are predominatally used in aerospace, automobile and shipbuilding applications. The welding process parameters like rotational speed, welding speed, tool pin profile and type of material play a foremost role in determining the weld strength of the base material. An error back propagation algorithm based model is developed to map the input and output relation of friction stir welded composite material. The proposed model is able to predict the joint strength with minimum error.
机译:在本文中,已经尝试将神经网络(NN)技术用于预测搅拌摩擦焊接复合材料的机械性能。如今,复合材料的摩擦条焊接主要用于航空航天,汽车和造船应用。诸如转速,焊接速度,工具销轮廓和材料类型之类的焊接工艺参数在确定基础材料的焊接强度方面起着至关重要的作用。建立了基于误差反向传播算法的模型,以映射搅拌摩擦焊接复合材料的输入和输出关系。所提出的模型能够以最小的误差预测接头强度。

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  • 来源
    《Materials science forum》 |2017年第2017期|128-131|共4页
  • 作者单位

    Department of Mechatronics Engineering, Manipal Institute of Technology, Manipal-576104, Karnataka, India;

    Department of Mechatronics Engineering, Manipal Institute of Technology, Manipal-576104, Karnataka, India;

    Department of Mechanical Engineering, National Institute of Technology, Surathkal, Karnataka, India;

    Department of Mechanical Engineering, National Institute of Technology, Surathkal, Karnataka, India;

    Department of Mechanical Engineering, National Institute of Technology, Surathkal, Karnataka, India;

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

    neural network; friction stir welding; composite; error back propagation;

    机译:神经网络;搅拌摩擦焊;综合;误差反向传播;

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