Chinese Journal of Lasers, Volume. 49, Issue 2, 0202009(2022)

Weld Path Identification Based on Kernel Correlation/Kalman Filters

Jianzhun Du, Yanxi Zhang, Jingjing Wang, and Xiangdong Gao*
Author Affiliations
  • Guangdong Provincial Welding Engineering Technology Research Center, Guangdong University of Technology, Guangzhou, Guangdong 510006, China
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    Figures & Tables(12)
    Schematic of experiment system
    Images of weld before and during welding. (a) Before welding; (b) during welding
    Flow chart of weld center area extraction. (a) Median filtering; (b) centerline extraction of laser stripe;(c) extraction of weld feature points; (d) identification of weld center area
    Weld images and corresponding filtering response maps under noise of different intensities. (a)(b) Weld image interfered by slight noise and corresponding filtering response map; (c)(d) weld image interfered by strong noise and corresponding filtering response map
    Experimental scheme of weld path identification. (a) Welding direction and actual weld path; (b) actual image of butted weld
    Butted weld path identification results. (a)(c) KCF algorithm; (d)(f) proposed algorithm
    Lapped weld path identification results
    Quantitative comparison for butted weld path identification. (a) Comparison of identified weld paths;(b) comparison of identification errors
    Quantitative comparison for lapped weld path identification. (a) Comparison of identified weld paths;(b) comparison of identification errors
    • Table 1. Process parameters of welding experiment

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      Table 1. Process parameters of welding experiment

      ParameterValue
      Welding speed /(mm·s-1)2
      Welding current /A200
      Welding voltage/V25
      Wire speed /(m·min-1)1.6
      Wire diameter /mm1
    • Table 2. Statistics of experimental data for butted weld path identificationunit: mm

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      Table 2. Statistics of experimental data for butted weld path identificationunit: mm

      AlgorithmMean absolute errorMaximum absolute errorStandard deviation
      KCF0.0650.3080.056
      Proposed algorithm0.0340.1370.027
    • Table 3. Statistics of experimental data for lapped weld path identificationunit: mm

      View table

      Table 3. Statistics of experimental data for lapped weld path identificationunit: mm

      AlgorithmMean absolute errorMaximum absolute errorStandard deviation
      KCF0.0440.3140.044
      Proposed algorithm0.0210.1050.018
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    Jianzhun Du, Yanxi Zhang, Jingjing Wang, Xiangdong Gao. Weld Path Identification Based on Kernel Correlation/Kalman Filters[J]. Chinese Journal of Lasers, 2022, 49(2): 0202009

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    Paper Information

    Category: laser manufacturing

    Received: May. 31, 2021

    Accepted: Jul. 8, 2021

    Published Online: Dec. 1, 2021

    The Author Email: Gao Xiangdong (gaoxd666@126.com)

    DOI:10.3788/CJL202249.0202009

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