Laser Technology, Volume. 48, Issue 3, 303(2024)

Research on the characteristics and mechanism of laser cleaning aircraft skin based on image processing

MENG Yufan1, ZHANG Lijun1, HE Changtao1, XIAO Jing2, YANG Ningjing3, FENG Guoying1, and HAN Jinghua1、*
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(19)

    [1] [1] SONG Zh M,HE H Y,HUANG Y J.Research on online detection of surface defects in flat enameled wires [J].Electronic Technology,2021,34(5): 72-78(in Chinese).

    [3] [3] TAO Y,YANG F,LIU Y,et al.Research and optimization of kmeans clustering algorithm[J].Computer Technology and Development,2018,28 (6): 90-92(in Chinese).

    [4] [4] HU M,GE J F,XUE X Sh,et al.A temperature indicating paint interpretation method based on image processing and k-nearest neighbor algorithm [J].Aviation Engine,2021,47 ( 6): 80-84 ( in Chinese).

    [5] [5] MAUTZ D,WEI Y,CLAUDIA P,et al.Non-redundant subspace clusterings with Nr-Kmeans and Nr-DipMeans[J].ACM Transactions on Knowledge Discovery from Data,2020,14(5): 1-24.

    [6] [6] ADNANRANA M,KULWINDER S P,SALIM H,et al.Suspended sediment modeling using a heuristic regression method hybridized with k-means clustering[J].Sustainability,2021,13(9): 4648.

    [7] [7] FORGHANI Y.Comment on “DSKmeans: A new kmeans-type approach to discriminative subspace clustering” [J].Knowledge-Based Systems,2017,118(C): 1-3.

    [8] [8] HUO Y H,CAO Y,WANG Zh H,et al.Traffic anomaly detection method based on improved GRU and EFMS-Kmeans clustering[J].Computer Modeling in Engineering and Sciences,2021,126 ( 3): 1053-1091.

    [9] [9] LIU W J,ZHAO Z M,LI Q,et al.Laser cleaning technology of 2A12 aluminum alloy composite paint layer[J].Chinese Journal of Lasers,2022,49(8): 0802013(in Chinese).

    [10] [10] XING H N,RAN H L,ZHAO H F,et al.Development and appli-cation of laser cleaning technology [J].Cleaning World,2018,34 (5): 23-31(in Chinese).

    [11] [11] JIN S,WANG J X,YUAN X D,et al.Laser paint removal techno-logy for aircraft metal skin and composite material surfaces[J].Aer-ospace Manufacturing Technology,2018,61(17): 63-70( in Chin-ese).

    [12] [12] WANG W,SHEN J,LIU W J,et al.Effect of scanning speed of galvanometer on surface oxide layer of TA15 titanium alloy in pulsed laser cleaning [J].Chinese Journal of Lasers,2021,48 ( 18 ): 1802004(in Chinese).

    [13] [13] ATASEVER U H.A novel unsupervised change detection approach based on reconstruction independent component analysis and ABC-K means clustering for environmental monitoring [J].Environmental Monitoring and Assessment,2019,191(7): 447.

    [14] [14] HAN L F,LUO S L,WANG H Q,et al.An intelligible risk stratifi-cation model based on pairwise and size constrained Kmeans [J].IEEE Journal of Biomedical and Health Informatics,2017,21(5): 1288-1296.

    [15] [15] ZHANG R F,LU Sh Z,YU H L,et al.Recognition method of ce-ment rotary kiln burning state based on Otsu-Kmeans flame image segmentation and SVM[J].Optik,2021,243: 167418.

    [16] [16] vLI Sh J,ZHANG L J,HE J,et al.Real time monitoring of aircraft skin cleaning using acousto-optic composite laser [J].Infrared and Laser Engineering,2023,52(2):20220821(in Chinese).

    [17] [17] EHSAN S,VELCIN J,MILIOS E E.Fast and simple deterministic seeding of Kmeans for text document clustering[C]//Experimental IR Meets Multilinguality,Multimodality,and Interaction.New York,USA: Cross-Language Evaluation Forum,2018: 76-88.

    [18] [18] YANG Y R,YU L D,ZHA R W,et al.Experimental study on laser cleaning of paint layer on white marble surface[J].Journal of Ap-plied Optics,2022,43(2): 352-358(in Chinese).

    [19] [19] LI Y Q,GUO L Y,JIANG P,et al.Experimental study on surface morphology changes of aluminum alloy laser cleaning and optimiza-tion of process parameters[J].Chinese Journal of Lasers,2021,48 (22): 2202016 (in Chinese).

    [20] [20] JIA X M.Research on surface adaptive detection algorithm based on normal feature extraction [J].Laser Technology,2021,45 ( 5): 620-624 (in Chinese).

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    MENG Yufan, ZHANG Lijun, HE Changtao, XIAO Jing, YANG Ningjing, FENG Guoying, HAN Jinghua. Research on the characteristics and mechanism of laser cleaning aircraft skin based on image processing[J]. Laser Technology, 2024, 48(3): 303

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    Paper Information

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    Received: Apr. 7, 2023

    Accepted: --

    Published Online: Aug. 5, 2024

    The Author Email: HAN Jinghua (hjh_scu@163.com)

    DOI:10.7510/jgjs.issn.1001-3806.2024.03.002

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