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Grey Relation Evaluation and Truth Value Fusion of Rolling Bearing Multisource Residual Stress

机译:滚动轴承多源残余应力的灰色关系评估与真值融合

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摘要

Bearing ring residual stress test data obtained by mu-360 s residual stress analyzer have the characteristics of unknown probability distribution and limited samples. For this problem, this study introduces the uncertainty and proposes a grey relation method to estimate the true value of the bearing ring residual stress. Based on poor information theory (incomplete and insufficient information for the characteristic presented in the subject investigated) and by fusing the membership function method, maximum membership method, rolling mean method, and bootstrap method, the true value sequence of the residual stress is obtained. On this basis, true value fusion is implemented again using the grey bootstrap method, and the estimated true value of the residual stress for the bearing ring was obtained. The results show that the residual stresses of bearing rings are fused by multiple methods, and the overall estimated true value of the residual stress of the bearing ring is -578 MPa. Owing to different processing techniques, the true value of the residual stress varies in different parts of the ring as follows: -918 MPa on the large end surface of the ring, -673 MPa on the small end face of the ring, -228 MPa at the vertical test point on the outer surface of the ring, and -231 MPa at the parallel test point on the outer surface of the ring. The error between the estimated true value obtained using the grey relation method and that obtained through the fusion of multiple methods is generally 10 or less, thereby confirming the effectiveness of the grey relation method.
机译:MU-360S残余应力分析仪得到的轴承套圈残余应力试验数据具有概率分布未知、样品有限等特点。针对该问题,本文引入了不确定性,并提出了一种灰色关系法来估计轴承套圈残余应力的真实值。基于不良信息论(研究对象所呈现的特征信息不完整且信息不足),融合隶属函数法、最大隶属度法、滚动均值法和自举法,得到了残余应力的真值序列。在此基础上,采用灰色自举法再次进行真值融合,得到轴承套圈残余应力的估计真值。结果表明:采用多种方法熔合轴承套圈残余应力,轴承套圈残余应力总体估计真实值为-578 MPa;由于加工工艺不同,环内不同部位的残余应力真实值变化如下:环大端面-918 MPa,环小端面-673 MPa,环外表面垂直测试点-228 MPa,环外表面平行测试点-231 MPa。使用灰色关系法得到的估计真实值与通过多种方法融合得到的估计真实值之间的误差一般在10%以下,从而证实了灰色关系法的有效性。

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    Henan Univ Sci & Technol, Sch Mech & Elect Engn, Luoyang 471003, Henan, Peoples R China|Henan Univ Sci & Technol, Postdoctoral Res Stn Control Sci & Engn, Luoyang 47100, Henan, Peoples R China|Collaborat Innovat Ctr Machinery Equipment Adv Mf, Luoyang 471;

    Luoyang Bearing Res Inst Co Ltd, Luoyang 471039, Henan, Peoples R China;

    Henan Univ Sci & Technol, Sch Mech & Elect Engn, Luoyang 471003, Henan, Peoples R China|Collaborat Innovat Ctr Machinery Equipment Adv Mf, Luoyang 471003, Henan, Peoples R ChinaNorthwestern Polytech Univ, Sch Mech Engn, Xian 710072, Peoples R China;

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