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

被引:23
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
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