Please wait a minute...
J4  2012, Vol. 46 Issue (11): 1960-1967    DOI: 10.3785/j.issn.1008-973X.2012.11.004
机械工程     
基于正反问题的滚动轴承损伤程度评估
袁幸1,朱永生1,张优云1,洪军2,祁文昌1
1.西安交通大学 润滑理论及轴承研究所,陕西 西安 710049;
2.西安交通大学 机械制造系统工程国家重点实验室,陕西 西安 710049
Fault degree evaluation for rolling bearing combining
backward inference with forward inference
YUAN Xing1, ZHANG You-yun1, ZHU Yong-sheng1, HONG Jun2,QI Wen-chang1
1.Key Laboratory of Education Ministry for Modern Design and Rotorbearing System, Xi’an Jiao tong University,
Xi’an 710049, China;2. State Key Laboratory for Manufacturing System, Xi’an Jiao tong University, Xi’an710049, China
 全文: PDF  HTML
摘要:

为了量化辨识深沟球轴承局部缺陷,提出正反问题相结合的评估方法.正问题建模时采用“先独立,后集成”的策略,结合有限元法与多自由度振动理论,考虑外圈结构弹性变形、滚动体-内圈动态接触关系,建立深沟球轴承柔性多体接触动力学分析模型.应用非线性Hertz理论描述接触力,通过轮廓变化对表面损伤进行有效模拟.为了表征轴承-轴承座传递路径的作用,将轴承座同时计入有限元模型,并对相关参数进行修正使得该模型具有精确的损伤预测能力.将反问题计算转化为空间距离的比较,以实测信号特征量作为输入,进而测出损伤位置和尺寸.为了减小相对误差,提出损伤区间的概念,用区间代码表征损伤程度.实验数据验证表明,该方法能够高效量化轴承损伤,具有良好的预测精度.

Abstract:

 A novel evaluation method combining backward inference with forward inference was proposed to quantitatively evaluate fault degree of deep groove ball bearings with localized defects. The separation-integration strategy was used for modeling the forward infrence. A detailed multi-body dynamic contact model was developed with the assumptions that rolling elements-inner race had multi-DOF and outer race was deformable in radial direction, which was modeled with finite elements (FE). In this model the nonlinear stiffness was obtained by the application of Hertzian elastic contact deformation theory and the localized defects were modeled through surface profile changes. In order to study the influence of the transmission path, the bearing housing was taken into account in bearing model. The backward inference was translated into comparison of geometric distance, and the defects location and size can be determined by inputting the measured features. In order to reduce the relative error, a concept of damage range was introduced to characterize the fault degree by utilizing range code. Finally, the effectiveness and accuracy of the proposed method in quantitative evaluation was verified.

出版日期: 2012-12-11
:     
基金资助:

国家“973”重点基础研究发展规划资助项目(2011CB706606);国家“863”高技术研究发展计划资助项目(2009AA04Z147).

通讯作者: 张优云,女,教授.     E-mail: yyzhang1@mail.xjtu.edu.cn
作者简介: 袁幸(1982-),男,博士生,主要从事高速精密轴承-转子系统分析、机械故障现代诊断方法研究. E-mail: xing.yuan @ stu.xjtu.edu.cn
服务  
把本文推荐给朋友
加入引用管理器
E-mail Alert
RSS
作者相关文章  

引用本文:

袁幸,朱永生,张优云,洪军,祁文昌. 基于正反问题的滚动轴承损伤程度评估[J]. J4, 2012, 46(11): 1960-1967.

YUAN Xing, ZHANG You-yun, ZHU Yong-sheng, HONG Jun,QI Wen-chang. Fault degree evaluation for rolling bearing combining
backward inference with forward inference. J4, 2012, 46(11): 1960-1967.

链接本文:

http://www.zjujournals.com/eng/CN/10.3785/j.issn.1008-973X.2012.11.004        http://www.zjujournals.com/eng/CN/Y2012/V46/I11/1960

[1] SUNNERSJO C S. Varying compliance vibrations of rolling bearings [J]. Journal of Sound and Vibration, 1978, 58(3):363-373.
[2] RAFSANJANI A, ABBASION S, FARSHIDIANFAR A. Nonlinear dynamic modeling of surface defects in rolling element bearing systems [J]. Journal of Sound and Vibration,2009, 319(3):1150-1174.
[3] LIEW A , FENG N, HAHN E. Transient rotor dynamic modelling of rolling element bearing systems[J].Transactions of the ASME, Journal of Engineering for Gas Turbines and Power ,2002,124 (4) :984-991.
[4] SOPANEN J, MIKKOLA A. Dynamic model of a deepgroove ball bearing including localized and distributed defects. Part 1: theory, Proceedings of the Institution of Mechanical Engineers [J]. Part K: Journal of Multibody Dynamics ,2003,217:201-211.
[5] SOPANEN J, MIKKOLA A. Dynamic model of a deepgroove ball bearing including localized and distributed defects. Part 2: implementation and results, Proceedings of the Institution of Mechanical Engineers [J]. Part K: Journal of Multibody Dynamics,2003,217: 213-223.
[6] HARRIS T A. Rolling bearing analysis [M]. 4th ed. New York: John Wiley and Sons, 2001:233-236.
[7] 机械监测诊断中的理论与方法: 屈梁生论文集[M].西安:西安交通大学出版社,2009:906-908.
[8] HARSHA S P. Nonlinear dynamic analysis of a highspeed rotor supported by rolling element bearings [J]. Journal of Sound and Vibration, 2006, 290(1/2):65-100.
[9] MEVEL B, GUYADER J L. Experiments on routes to chaos in ball bearings [J]. Journal of Sound and Vibration, 2008, 318(3):549-564.
[10] 徐敏,虞和济,张瑞林等.设备故障诊断手册[M].西安:西安交通大学出版社,1998:93-96.
[11] JELONNEK B, BOSS D, KAMMEYER K D.Generalized eigenvector algorithm for blind equalization [J].Signal Processing, 1997, 61(3): 237-264.
[12] CHEN Peng, MASATOSHI T, TOSHIO T. Fault diagnosis method for machinery in unsteady operating condition by instantaneous power spectrum and genetic programming [J]. Mechanical Systems and Signal Processing, 2005, 19(1):175-194.
[13] The case western reserve university bearing data center website. Bearing data center seeded fault test data  [EB/OL].
[2011-01-10].  http://www.eecs/cwru/edu/laboratory/bearing

[1] 宁志华,何乐年,胡志成. 一种高压高可靠性开关电源控制芯片[J]. J4, 2014, 48(3): 377-383.
[2] 陈钊,余锋,陈婷婷. 基于日志结构的闪存均衡回收策略[J]. J4, 2014, 48(1): 92-99.
[3] 李林,陈家旺,顾临怡,王峰. 轴向柱塞泵/马达变量阀配流机构[J]. J4, 2014, 48(1): 29-34.
[4] 蒋湛,姚晓明,林兰芬. 基于特征自适应的本体映射方法[J]. J4, 2014, 48(1): 76-84.
[5] 陈迪仕 ,张宇,李平. 微小型无人直升机地面效应建模[J]. J4, 2014, 48(1): 154-160.
[6] 霍新新,褚金奎,韩冰峰,姚斐.  基于多个压电换能器的接口电路[J]. J4, 2013, 47(11): 2038-2045.
[7] 杨鑫,许端清,杨冰. 基于不规则性的并行计算方法[J]. J4, 2013, 47(11): 2057-2064.
[8] 王玉强,张宽地,陈晓东. 胶黏钢-混凝土组合梁的界面行为数值分析[J]. J4, 2013, 47(9): 1593-1598.
[9] 崔何亮, 张丹, 施斌.  布里渊分布式传感的空间分辨率及标定方法[J]. J4, 2013, 47(7): 1232-1237.
[10] 彭勇,徐小剑. 集料分布对沥青混合料劈裂强度影响数值分析[J]. J4, 2013, 47(7): 1186-1191.
[11] 伍晓榕,裘乐淼,张树有,孙良峰,郭传龙. 模糊语境下的复杂系统关联FMEA方法[J]. J4, 2013, 47(5): 782-789.
[12] 金波,陈诚,李伟. 具有半球形足端的六足机器人步态修正算法[J]. J4, 2013, 47(5): 768-774.
[13] 钟世英, 吴晓君, 蔡武军, 凌道盛, 蒋祝金, 王顺玉. 月面软着陆足垫水平拖曳模型试验装置研制[J]. J4, 2013, 47(3): 465-471.
[14] 杨飞,朱株,龚小谨,刘济林. 基于三维激光雷达的动态障碍实时检测与跟踪[J]. J4, 2012, 46(9): 1565-1571.
[15] 王鹿军, 吕征宇. 基于LSSVM的电梯交通模式的模糊识别[J]. J4, 2012, 46(7): 1333-1338.