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
[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.
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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
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Received: Oct. 28, 2022
Accepted: --
Published Online: Mar. 11, 2023
The Author Email: CAO Zhijun (zjcao_siccas@126.com)