Journal of the Chinese Ceramic Society, Volume. 51, Issue 2, 373(2023)

Failure Mode of Thermal Barrier Coatings Based on Acoustic Emission Under Three-Point Bending via Machine Learning Based on in-situ Acoustic Emission Signals

CAO Zhijun1,2、*, YUAN Jianhui1, SU Huaiyu2, WAN Jiabao2, SU Jiahui2, WU Qian2, and WANG Liang2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(18)

    [1] [1] PADTURE N P, GELL M, JORDAN E H. Materials science-thermal barrier coatings for gas-turbine engine applications[J]. Science, 2002, 296(5566): 280-284.

    [5] [5] CHEN W, LIU M, ZHANG J. Microstructure evolution and impedance spectroscopy analysis of 7YSZ thermal barrier coating during high-temperature oxidation process[J]. Chin Surface Eng, 2016, 29(3): 48-56.

    [6] [6] ROSSMANN L, NORTHAM M, SARLEY B, et al. Investigation of TGO stress in thermally cycled plasma-spray physical vapor deposition and electron-beam physical vapor deposition thermal barrier coatings via photoluminescence spectroscopy[J]. Surf Coat Tech, 2019, 378: 125047.

    [7] [7] HALLOUA H, ELHASSNAOUI A, SAIFI A, et al. Neural networks and genetic algorithms for the evaluation of coatings thicknesses in thermal barriers by infrared thermography data; proceedings of the 2nd International Conference on Structural Integrity (ICSI)[C]//Funchal, PORTUGAL, F Sep 04-07, 2017.

    [8] [8] PARK J H, KIM J S, LEE K H. Acoustic emission characteristics for diagnosis of TBC damaged by high-temperature thermal fatigue[J]. J Mater Process Technol, 2007, 187: 537-541.

    [9] [9] YANG L, KANG H S, ZHOU Y C, et al. Frequency as a key parameter in discriminating the failure types of thermal barrier coatings: Cluster analysis of acoustic emission signals[J]. Surf Coat Tech, 2015, 264: 97-104.

    [10] [10] YANG L, YANG T T, ZHOU Y C, et al. Acoustic emission monitoring and damage mode discrimination of APS thermal barrier coatings under high temperature CMAS corrosion[J]. Surf Coat Tech, 2016, 304: 272-282.

    [11] [11] YANG L, ZHONG Z C, ZHOU Y C, et al. Quantitative assessment of the surface crack density in thermal barrier coatings[J]. Act Mech Sin, 2014, 30(2): 167-174.

    [12] [12] ITO K, KURIKI H, ARAKI H, et al. Estimation of Thermal Cracking Stress during Spraying of Thermal Barrier Coatings by Laser AE Method; proceedings of the 10th International Conference on Barkhausen and Micro-Magnetics (ICBM)[C]//Baltimore, MD, F Jul 21-26, 2013.

    [13] [13] ITO K, KURIKI H, ARAKI H, et al. Detection of segmentation cracks in top coat of thermal barrier coatings during plasma spraying by non-contact acoustic emission method[J]. Sci Technol Adv Mater, 2014, 15(3): 035007.

    [14] [14] WANG L, MING C, ZHONG X H, et al. Microstructure and self-healing properties of multi-layered NiCoCrAlY/TAZ/YSZ thermal barrier coatings fabricated by atmospheric plasma spraying[J]. Appl Surface Sci, 2019, 488: 246-260.

    [15] [15] WENG W-X, CAO J-L, LIN H-L, et al. Acoustic emission and associated damage mechanism analysis in 8YSZ thermal barrier coatings under instrumented indentation[J]. J Therm Spray Technol, 2019, 28(7): 1651-1663.

    [16] [16] ZHU W, LI Z Y, YANG L, et al. Real-time detection of CMAS corrosion failure in APS thermal barrier coatings under thermal shock[J]. Experim Mech, 2020, 60(6): 775-785.

    [17] [17] ZHU W, ZHANG C X, YANG L, et al. Real-time detection of damage evolution and fracture of EB-PVD thermal barrier coatings under thermal shock: An acoustic emission combined with digital image correlation method[J]. Surf Coat Tech, 2020, 399: 126151.

    [18] [18] YANG L, ZHOU Y C, LU C. Damage evolution and rupture time prediction in thermal barrier coatings subjected to cyclic heating and cooling: An acoustic emission method[J]. Act Mater, 2011, 59(17): 6519-6529.

    [19] [19] WANG L, ZHAO Y X, ZHONG X H, et al. Influence of “island-like” oxides in the bond-coat on the stress and failure patterns of the thermal-barrier coatings fabricated by atmospheric plasma spraying during long-term high temperature oxidation[J]. J Therm Spray Technol, 2014, 23(3): 431-446.

    [20] [20] SHUTAYWI M, KACHOUIE N N. Silhouette analysis for performance evaluation in machine learning with applications to clustering[J]. Entropy, 2021, 23(6): 759.

    [23] [23] YAO W B, DAI C Y, MAO W G, et al. Acoustic emission analysis on tensile failure of air plasma-sprayed thermal barrier coatings[J]. Surf Coat Tech, 2012, 206(18): 3803-3807.

    Tools

    Get Citation

    Copy Citation Text

    CAO Zhijun, YUAN Jianhui, SU Huaiyu, WAN Jiabao, SU Jiahui, WU Qian, WANG Liang. Failure Mode of Thermal Barrier Coatings Based on Acoustic Emission Under Three-Point Bending via Machine Learning Based on in-situ Acoustic Emission Signals[J]. Journal of the Chinese Ceramic Society, 2023, 51(2): 373

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Special Issue:

    Received: Oct. 28, 2022

    Accepted: --

    Published Online: Mar. 11, 2023

    The Author Email: CAO Zhijun (zjcao_siccas@126.com)

    DOI:10.14062/j.issn.0454-5648.20220928

    Topics