Analysis of nonlinear vibrations and health assessment of a bearing-rotor with rub-impact based on a data-driven approach

被引:26
作者
Zhao, Yulai [1 ]
Zhu, Yun-Peng [2 ]
Lin, Junzhe [1 ,3 ]
Han, Qingkai [1 ,3 ]
Liu, Yang [1 ,3 ]
机构
[1] Northeastern Univ, Sch Mech Engn & Automat, Shenyang 110819, Peoples R China
[2] Univ Sheffield, Dept Automat Control & Syst Engn, Sheffield S1 3JD, England
[3] Northeastern Univ, Key Lab Vibrat & Control Aeroprop Syst, Minist Educ, Shenyang 110819, Peoples R China
基金
中国国家自然科学基金;
关键词
Nonlinear vibrations; Health assessment; Bearing-rotor; Rub-impact; Data-driven; DYNAMIC CHARACTERISTICS; SYSTEM; MODEL;
D O I
10.1016/j.jsv.2022.117068
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Affected by manufacture, assembly, and operating conditions, the rotor is prone to rub-impact fault, resulting in instability of a system. The nonlinearity of a system response includes instability and fault characteristics. Based on this, this paper proposes a novel health assessment approach for bearing-rotor system that combines data-driven and NOFRFs (nonlinear output frequency response functions), revealing the intrinsic relationship between NOFRFs-based feature and rub-impact fault. Before utilizing the approach, the vibration and stability of the bearingrotor with rub-impact are simulated and analyzed. Based on Hertz contact theory, the nonlinear bearing forces are obtained. Then the dynamic model of the rolling bearing-rotor system considering unbalance and rub-impact is established. The influence of rub-impact on the nonlinear vibration and stability of the bearing-rotor system is analyzed by combining the orbit, the Poincare ' map, and the bifurcation diagram. A rolling bearing-rotor test rig is built, and the rub-impact experiment was completed. The data-driven model of the system is identified by the filtered vibration displacement. The NOFRF-based feature of the data-driven model is extracted. With the increase of rub-impact severity, the dispersion of feature gradually increases, and the stability of the system decreases. The standard deviation of the feature is solved as a new health indicator. The result shows it is more effective for the evaluation of rub-impact than the conventional indicators.
引用
收藏
页数:19
相关论文
共 40 条
[1]   Annihilation of non-stationary vibration of a gas turbine rotor system under rub-impact effect using a nonlinear absorber [J].
Bab, Saeed ;
Najafi, Mohsen ;
Sola, Jalal Fathi ;
Abbasi, Amirhassan .
MECHANISM AND MACHINE THEORY, 2019, 139 :379-406
[2]  
Barzdaitis V, 2010, J VIBROENG, V12, P552
[3]  
Billings SA, 2013, NONLINEAR SYSTEM IDENTIFICATION: NARMAX METHODS IN THE TIME, FREQUENCY, AND SPATIO-TEMPORAL DOMAINS, P1, DOI 10.1002/9781118535561
[4]   Generation of higher harmonics in longitudinal vibration of beams with breathing cracks [J].
Broda, D. ;
Pieczonka, L. ;
Hiwarkar, V. ;
Staszewski, W. J. ;
Silberschmidt, V. V. .
JOURNAL OF SOUND AND VIBRATION, 2016, 381 :206-219
[5]   Mechanical model development of rolling bearing-rotor systems: A review [J].
Cao, Hongrui ;
Niu, Linkai ;
Xi, Songtao ;
Chen, Xuefeng .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2018, 102 :37-58
[6]   Chaos of rub-impact rotor supported by bearings with nonlinear suspension [J].
Chang-Jian, Cai-Wan ;
Chen, Cha'o-Kuang .
TRIBOLOGY INTERNATIONAL, 2009, 42 (03) :426-439
[7]   Mechanical characteristics and nonlinear dynamic response analysis of rotor-bearing-coupling system [J].
Cheng, Hongchuan ;
Zhang, Yimin ;
Lu, Wenjia ;
Yang, Zhou .
APPLIED MATHEMATICAL MODELLING, 2021, 93 :708-727
[8]   Experimental observation of nonlinear vibrations in a rub-impact rotor system [J].
Chu, FL ;
Lu, WX .
JOURNAL OF SOUND AND VIBRATION, 2005, 283 (3-5) :621-643
[9]   Stiffening effect of the rotor during the rotor-to-stator rub in a rotating machine [J].
Chu, Fulei ;
Lu, Wenxlu .
JOURNAL OF SOUND AND VIBRATION, 2007, 308 (3-5) :758-766
[10]   Experimental validation of impact energy model for the rub-impact assessment in a rotor system [J].
Cong, Feiyun ;
Chen, Jin ;
Dong, Guangming ;
Huang, Kun .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2011, 25 (07) :2549-2558