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Damage identification of thin plate-like structures using empirical mode decomposition and a fuzzy entropy fusion method |
WANG Jiacheng1,2,SONG Huijun1,3,WU Longyun2,3,LU Guangtao1,3,WANG Tao2,3 |
1.Hubei Key Laboratory of Mechanical Transmission and Manufacturing Engineering, Wuhan University of Science and Technology, Wuhan 430081, China;
2.Precision Manufacturing Institute, Wuhan University of Science and Technology, Wuhan 430081, China;
3.Key Laboratory of Metallurgical Equipment and Control Technology of Ministry of Education, Wuhan University of Science and Technology, Wuhan 430081, China |
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Abstract This paper proposes a new fusion method of damage detection for thin-walled structure based on empirical mode decomposition (EMD) and fuzzy entropy (FEn). This method uses EMD to decompose the signal related with structural damages from the collected Lamb wave signals, and then selects the Fen of the extracted signal as a new damage index to characterize and detect the size of the damage. The experimental results of three specimens of Carbon Fiber Reinforced Polymer plates validates the proposed method, and the results also indicate that the normalized fuzzy entropy has a good linear relationship with the length of the simulated scratch damage on the CFRP plate and the length of the damage can be identified based on this linear relationship. Moreover, the proposed method has a better performance than that based on singular spectrum analysis and fuzzy entropy.
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Received: 06 June 2022
Published: 28 August 2023
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[1] 焦敬品,李海平,翟顺成,等. 基于压缩感知的金属加筋板兰姆波健康监测技术[J]. 航空学报, 2019, 40(7): 263-273.
JIAO Jingpin, LI Haiping, ZHAI Shuncheng, et al. Lamb waves health monitoring technology for metal stiffened plate based on compressive sensing[J]. Atca Aeronautica et Astronautica Sinica, 2019, 40(7): 422695.
[2] 苗晓婷,李富才,孟光. 分谱处理算法在基于超声导波损伤识别中的应用[J]. 振动与冲击, 2012, 31(01):5-10+34.
MIAO Xiaoting, LI Fucai, MENG Guang. Ultrasonic guided wave-based damage identification with split spectrum processing algorithm [J]. Journal of Vibration and Shock, 2012, 31(01):5-10+34.
[3] LU Guangtao, WANG Tao, ZHOU Mingle, et al. Characterization of ultrasonic energy diffusion in a steel alloy sample with tensile force using PZT transducers[J]. Sensors, 2019, 19(9): 2185.
[4] 王兴国,刘红伟,李晓高,等. 双层粘接界面特性的空气耦合超声导波检测[J]. 振动、测试与诊断, 2022, 42(1): 16-22.
WANG Xingguo, LIU Hongwei, LI Xiaogao, et al. Measurement bonding interface characteristic of two layer using air coupling ultrasound guided wave[J]. Journal of Vibtation, Measurement & Diagnosis, 2022, 42(1): 16-22.
[5] LU Guangtao, LI Yourong, WANG Tao, et al. Amulti-delay-and-sum imaging algorithm for damage detection using piezoceramic transducers[J]. Journal of Intelligent Material Systems and Structures, 2017, 28(9): 1150-1159.
[6] LU Guangtao, LI Yourong, SONG Gangbing. A delay-and-Boolean-ADD imaging algorithm for damage detection with a small number of piezoceramic transducers[J]. Smart Materials and Structures, 2016, 25(9):95030.
[7] 张宇,黄松岭,赵伟,等. 基于 STFT 的金属板缺陷兰姆波检测信号模式识别[J]. 电测与仪表, 2015(4): 19-23.
Zhang Yu, Huang Songling, Zhao Wei, et al. Mode recognition of lamb wave testing signals of metal plate’s defects based on STFT[J]. Electrical Measurement & Instrumentation, 2015(4): 19-23.
[8] 张海燕,樊仕轩,吕东辉. 多模式兰姆波走时提取的希尔伯特黄变换方法[J]. 振动、测试与诊断, 2008, 28(3): 216-219.
Zhang Haiyan, Fan Shixuan, Lv Donghui. Application of Hilbert-Huang transform to arrival time extraction of multi-mode lamb waves[J]. Journal of Vibtation, Measurement & Diagnosis, 2008, 28(3): 216-219.
[9] PURCELL F A, EATON M, PEARSON M, et al. Non-destructive evaluation of isotropic plate structures by means of mode filtering in the frequency-wavenumber domain[J]. Mechanical Systems and Signal Processing, 2020, 142: 106801.
[10] 焦敬品, 李海平 ,何存富, 等. 基于反转路径差信号的兰姆波成像方法[J]. 物理学报, 2019, 68(12): 123-135.
JIAO Jingpin, LI Haiping, HE Cunfu, et al. Lamb wave imaging method based on difference singal in reverse path[J]. Acta Phusica Sinica, 2019, 68(12): 123-135.
[11] LU Guangtao, FENG Qian, LI Yourong, et al. Characterization of ultrasound energy diffusion due to small-size damage on an aluminum plate using piezoceramic transducers[J]. Sensors, 2017, 17(12): 2796.
[12] 刘长军,许子圣,朱武军,等. 疲劳微裂纹的非线性兰姆波静态分量检测研究[J]. 中国测试, 2022, 48(2): 8-13.
LIU Changjun, XU Zisheng, ZHU Wujun, et al. Nonlinear lamb wave static component method for fatigue microcracks detection[J]. China Measurement & Test, 2022, 48(2): 8-13.
[13] CASTRO E, MORENO-GARCÍA P, GALLEGO A. damage detection in CFRP plates using spectral entropy[J]. Shock and Vibration, 2014, 2014:1–8.
[14] SONG Huijun, XIANG Ming, LU Guangtao, et al. Singular spectrum analysis and fuzzy entropy-based damage detection on a thin aluminium plate by using PZTs[J]. Smart Materials and Structures, 2022, 31(3):35015.
[15] Huang N E, Shen Z, Long S R, et al. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[J]. Proceedings Mathematical Physical & Engineering Sciences, 1998, 454(1971): 903-995. |
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. [J]. JOURNAL OF VIBRATION AND SHOCK, 2024, 43(2): 9-. |
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