
Journal of Northeastern University(Natural Science) ›› 2025, Vol. 46 ›› Issue (3): 60-68.DOI: 10.12068/j.issn.1005-3026.2025.20230267
• Mechanical Engineering • Previous Articles Next Articles
Hong GUAN1, Qian XIONG1, Hui MA1,2(
), Wei-wei WANG1
Received:2023-09-13
Online:2025-03-15
Published:2025-05-29
Contact:
Hui MA
About author:MA Hui E-mail: mahui_2007@163.com
CLC Number:
Hong GUAN, Qian XIONG, Hui MA, Wei-wei WANG. Fault Feature Extraction and Analysis of Rotating Blade Cracks[J]. Journal of Northeastern University(Natural Science), 2025, 46(3): 60-68.
| 指标类型 | 数值 | 1阶共振频率下能量指标 δ×10-3/J | 非共振频率下能量指标 δ×10-5/J |
|---|---|---|---|
| 裂纹深度比γ | 0 | 0 | 0 |
| 0.1 | 0.46 | 0.35 | |
| 0.2 | 0.83 | 0.48 | |
| 0.3 | 4.31 | 0.85 | |
| 0.4 | 12.39 | 1.44 | |
| 0.5 | 20.92 | 3.62 | |
| 裂纹位置比λ | 0 | 0 | 0 |
| 0.1 | 28.4 | 2.32 | |
| 0.2 | 9.80 | 1.23 | |
| 0.3 | 4.31 | 0.85 | |
| 0.4 | 1.41 | 0.31 |
Table 1 Change trend of indicator δ
| 指标类型 | 数值 | 1阶共振频率下能量指标 δ×10-3/J | 非共振频率下能量指标 δ×10-5/J |
|---|---|---|---|
| 裂纹深度比γ | 0 | 0 | 0 |
| 0.1 | 0.46 | 0.35 | |
| 0.2 | 0.83 | 0.48 | |
| 0.3 | 4.31 | 0.85 | |
| 0.4 | 12.39 | 1.44 | |
| 0.5 | 20.92 | 3.62 | |
| 裂纹位置比λ | 0 | 0 | 0 |
| 0.1 | 28.4 | 2.32 | |
| 0.2 | 9.80 | 1.23 | |
| 0.3 | 4.31 | 0.85 | |
| 0.4 | 1.41 | 0.31 |
| 指标 | 共振状态 | 非共振状态 | 特点 | |||
|---|---|---|---|---|---|---|
| 不同深度 | 不同位置 | 不同深度 | 不同位置 | |||
| Fe(n) | Fe(1) | × | × | √ | √ | 适用范围小 |
| Fe(2) | × | × | √ | √ | ||
| Fe(3) | × | × | √ | √ | ||
| Fe(4) | × | × | × | × | ||
| Rn(n) | Rn(1) | × | × | √ | √ | |
| Rn(2) | × | × | √ | × | ||
| Rn(3) | × | × | × | × | ||
| Rn(4) | × | × | × | × | ||
| 能量指标δ | √ | √ | √ | √ | 稳定性好、灵敏度高、适用范围广 | |
Table 2 Comparison of the indicators
| 指标 | 共振状态 | 非共振状态 | 特点 | |||
|---|---|---|---|---|---|---|
| 不同深度 | 不同位置 | 不同深度 | 不同位置 | |||
| Fe(n) | Fe(1) | × | × | √ | √ | 适用范围小 |
| Fe(2) | × | × | √ | √ | ||
| Fe(3) | × | × | √ | √ | ||
| Fe(4) | × | × | × | × | ||
| Rn(n) | Rn(1) | × | × | √ | √ | |
| Rn(2) | × | × | √ | × | ||
| Rn(3) | × | × | × | × | ||
| Rn(4) | × | × | × | × | ||
| 能量指标δ | √ | √ | √ | √ | 稳定性好、灵敏度高、适用范围广 | |
| 1 | Witek L. Crack propagation analysis of mechanically damaged compressor blades subjected to high cycle fatigue[J]. Engineering Failure Analysis, 2011, 18(4): 1223-1232. |
| 2 | Esfandiari A, Bakhtiari-Nejad F, Rahai A. Theoretical and experimental structural damage diagnosis method using natural frequencies through an improved sensitivity equation [J]. International Journal of Mechanical Sciences, 2013, 70: 79-89. |
| 3 | Ma T C, Song D, Shen J X, et al. Blade crack detection using variational model decomposition and time-delayed feedback nonlinear tri-stable stochastic resonance[J]. Structural Health Monitoring, 2023, 22(2): 1478-1493. |
| 4 | Madhavan S, Jain R, Sujatha C, et al. Vibration based damage detection of rotor blades in a gas turbine engine [J]. Engineering Failure Analysis, 2014, 46: 26-39. |
| 5 | Huang X, Zhang X D, Xiong Y W, et al. A novel intelligent fault diagnosis approach for early cracks of turbine blades via improved deep belief network using three-dimensional blade tip clearance [J]. IEEE Access, 2021, 9: 13039-13051. |
| 6 | Cao M S, Lu Q T, Su Z Q, et al. A nonlinearity-sensitive approach for detection of “breathing” cracks relying on energy modulation effect[J]. Journal of Sound and Vibration, 2022, 524: 116754. |
| 7 | 陈雪峰. 智能运维与健康管理[M]. 北京:机械工业出版社, 2020. |
| Chen Xue-feng. Intelligent maintenance and health management[M]. Beijing: China Machine Press, 2020. | |
| 8 | 李宏坤, 贺长波, 于刚, 等. 利用稀疏盲源分离方法的叶片裂纹特征提取[J]. 振动工程学报, 2017, 30(3): 510-518. |
| Li Hong-kun, He Chang-bo, Yu Gang, et al. Blade crack feature extraction by using sparse blind source separation algorithm [J]. Journal of Vibration Engineering, 2017, 30(3): 510-518. | |
| 9 | Yang L H, Ma M, Wu S M, et al. An improved analytical dynamic model for rotating blade crack: with application to crack detection indicator analysis [J]. Journal of Low Frequency Noise, Vibration and Active Control, 2021, 40(4): 1935-1961. |
| 10 | Yu Z X, Xu C, Du F, et al. Time-domain spectral finite element method for wave propagation analysis in structures with breathing cracks [J]. Acta Mechanica Solida Sinica, 2020, 33(6): 812-822. |
| 11 | Cao S P, Hu Z J, Luo X H, et al. Research on fault diagnosis technology of centrifugal pump blade crack based on PCA and GMM [J]. Measurement, 2021, 173: 108558. |
| 12 | Lang Z Q, Peng Z K. A novel approach for nonlinearity detection in vibrating systems [J]. Journal of Sound and Vibration, 2008, 314(3/4/5): 603-615. |
| 13 | Peng Z K, Lang Z Q, Billings S A. Crack detection using nonlinear output frequency response functions [J]. Journal of Sound and Vibration, 2007, 301(3/4/5): 777-788. |
| 14 | Peng Z K, Lang Z Q, Wolters C, et al. Feasibility study of structural damage detection using NARMAX modelling and nonlinear output frequency response function based analysis [J]. Mechanical Systems and Signal Processing, 2011, 25(3): 1045-1061. |
| 15 | Liu Y, Zhao Y L, Lang Z Q, et al. Weighted contribution rate of nonlinear output frequency response functions and its application to rotor system fault diagnosis [J]. Journal of Sound and Vibration, 2019, 460: 114882. |
| 16 | Liu Y, Zhao Y L, Han J Y, et al. Combination algorithm for cracked rotor fault diagnosis based on NOFRFs and HHR [J]. Journal of Mechanical Science and Technology, 2019, 33(4): 1585-1593. |
| 17 | Wei K X, Ye L, Ning L W, et al. Nonlinear dynamic response of a cracked beam under multi-frequency excitation [J]. Advances in Vibration Engineering, 2013, 12(5): 431-446. |
| 18 | Mao H L, Tang W L, Huang Y X, et al. Research on NOFRF entropy-based detection method for early damage of pillar porcelain insulator [J]. Shock and Vibration, 2020, 2020: 2841254. |
| 19 | 李志农, 杜宜光, 肖尧先. 基于非线性输出频率响应函数的多裂纹转子故障诊断方法研究 [J]. 兵工学报, 2015, 36(6):1096-1103. |
| Li Zhi-nong, Du Yi-guang, Xiao Yao-xian.Fault diagnosis method of rotor system with multi-crack based on nonlinear output frequency response function[J]. Acta Armamentarii, 2015, 36(6): 1096-1103. | |
| 20 | Zhang X T, Yang Y F, Shi M M, et al. An energy track method for early-stage rub-impact fault investigation of rotor system [J]. Journal of Sound and Vibration, 2022, 516: 116545. |
| 21 | Zhang X T, Yang Y F, Ma H, et al. A novel diagnosis indicator for rub-impact of rotor system via energy method [J]. Mechanical Systems and Signal Processing, 2023, 185: 109825. |
| 22 | Zhang X T, Yang Y F, Shi M M, et al. Novel energy identification method for shallow cracked rotor system [J]. Mechanical Systems and Signal Processing, 2023, 186: 109886. |
| 23 | Huh Y C, Chung T Y, Moon S J, et al. Damage detection in beams using vibratory power estimated from the measured accelerations [J]. Journal of Sound and Vibration, 2011, 330(15): 3645-3665. |
| 24 | Xiong Q, Guan H, Ma H, et al. Dynamic characteristic analysis of rotating blade with breathing crack [J]. Mechanical Systems and Signal Processing, 2023, 196: 110325. |
| 25 | Lang Z Q, Billings S A. Energy transfer properties of non-linear systems in the frequency domain [J]. International Journal of Control, 2005, 78(5): 354-362. |
| 26 | Liang H Y, Lu H H, Feng K P, et al. Application of the improved NOFRFs weighted contribution rate based on KL divergence to rotor rub-impact [J]. Nonlinear Dynamics, 2021, 104(4): 3937-3954. |
| 27 | 李津涛. 基于NOFRFs的转子系统碰摩故障诊断方法的研究 [D]. 沈阳: 东北大学, 2021. |
| Li Jin-tao. Research on diagnosis methods for rub-impact fault of a rotor system based on nonlinear output frequency response functions[D]. Shenyang: Northeastern University, 2021. | |
| 28 | Liu Y, Zhao Y L, Li J T, et al. Application of weighted contribution rate of nonlinear output frequency response functions to rotor rub-impact [J]. Mechanical Systems and Signal Processing, 2020, 136: 106518. |
| 29 | 赵晨光. 含呼吸裂纹的旋转扭形叶片动力学特性研究 [D]. 沈阳: 东北大学, 2021. |
| Zhao Chen-guang. Research on the dynamic characteristics of rotating blade with breathing crack [D]. Shenyang: Northeastern University, 2021. |
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