• Chinese Journal of Lasers
  • Vol. 50, Issue 12, 1202108 (2023)
Yuhui Huang, Xi’an Fan, Yanxi Zhang, and Xiangdong Gao*
Author Affiliations
  • Guangdong Provincial Welding Engineering Technology Research Center, Guangdong University of Technology, Guangzhou 510006, Guangdong, China
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    DOI: 10.3788/CJL220922 Cite this Article Set citation alerts
    Yuhui Huang, Xi’an Fan, Yanxi Zhang, Xiangdong Gao. Online Detection of Root Hump in Laser‐MIG Hybrid Welding Based on Invariable Moment Characteristics of Molten Pool Image[J]. Chinese Journal of Lasers, 2023, 50(12): 1202108 Copy Citation Text show less
    References

    [1] Ma C Y, Chen B, Tan C W et al. Characteristics of droplet transfer, molten pool formation, and weld bead formation of oscillating laser hot-wire tungsten inert gas hybrid welding[J]. Journal of Laser Applications, 33, 012027(2021).

    [2] Chen S X, Liu S Y, Zhang H et al. Study on correlation between plasma property and weld penetration in laser-arc hybrid welding[J]. Acta Armamentarii, 38, 978-985(2017).

    [3] Ye G W, Liu Q W, Fan X A et al. Effect of droplet transition on weld surface formation of laser-MIG hybrid welding[J]. Chinese Journal of Lasers, 49, 0802012(2022).

    [4] Zhou J, Shao C D, Cui H C et al. Plasma coupling behavior of laser-arc hybrid welding in groove[J]. Chinese Journal of Lasers, 49, 0202006(2022).

    [5] Frostevarg J. Factors affecting weld root morphology in laser keyhole welding[J]. Optics and Lasers in Engineering, 101, 89-98(2018).

    [6] Qi Y, Chen G Y, Deng S L et al. Periodic root humps in thick-plate laser welding using steady electromagnetic force[J]. Journal of Materials Processing Technology, 273, 116247(2019).

    [7] Zou D M, Qi J G, Zhao L et al. Effect of welding speed on bead appearance and low-temperature impact toughness in laser-arc hybrid welding[J]. Chinese Journal of Lasers, 49, 0802014(2022).

    [8] Zhang H Q, Jiang M, Chen X et al. Investigation of weld root defects in high-power full-penetration laser welding of high-strength steel[J]. Materials, 15, 1095(2022).

    [9] Powell J, Ilar T, Frostevarg J et al. Weld root instabilities in fiber laser welding[J]. Journal of Laser Applications, 27, S29008(2015).

    [10] Zhang R L, Tang X H, Xu L D et al. Study of molten pool dynamics and porosity formation mechanism in full penetration fiber laser welding of Al-alloy[J]. International Journal of Heat and Mass Transfer, 148, 119089(2020).

    [11] Zhang M J, Liu T T, Hu R Z et al. Understanding root humping in high-power laser welding of stainless steels: a combination approach[J]. The International Journal of Advanced Manufacturing Technology, 106, 5353-5364(2020).

    [12] Wang L, Gao X D, Kong F R. Keyhole dynamic status and spatter behavior during welding of stainless steel with adjustable-ring mode laser beam[J]. Journal of Manufacturing Processes, 74, 201-219(2022).

    [13] Gao X D, Ding D, Bai T X et al. Weld-pool image centroid algorithm for seam-tracking vision model in arc-welding process[J]. IET Image Processing, 5, 410-419(2011).

    [14] Chen J Q, Wang T, Gao X D et al. Real-time monitoring of high-power disk laser welding based on support vector machine[J]. Computers in Industry, 94, 75-81(2018).

    [15] Wang T, Gao X D, Seiji K et al. Study of dynamic features of surface plasma in high-power disk laser welding[J]. Plasma Science and Technology, 14, 245-251(2012).

    [16] Fan X A, Gao X D, Huang Y H et al. Online detection of keyhole status in a laser-MIG hybrid welding process[J]. Metals, 12, 1446(2022).

    [17] Gao X D, Zhang Y X. Monitoring of welding status by molten pool morphology during high-power disk laser welding[J]. Optik, 126, 1797-1802(2015).

    [18] Fan X A, Gao X D, Zhang N F et al. Monitoring of 304 austenitic stainless-steel laser-MIG hybrid welding process based on EMD-SVM[J]. Journal of Manufacturing Processes, 73, 736-747(2022).

    [19] Feng Y Z, Gao X D, Zhang Y X et al. Simulation and experiment for dynamics of laser welding keyhole and molten pool at different penetration status[J]. The International Journal of Advanced Manufacturing Technology, 112, 2301-2312(2021).

    [20] Zhang Y X, Han S W, Cheon J et al. Effect of joint gap on bead formation in laser butt welding of stainless steel[J]. Journal of Materials Processing Technology, 249, 274-284(2017).

    [21] Chen G Y, Xia H L, Zhou C et al. Study on the mechanism of root humping of laser welding with high power fiber laser[J]. Chinese Journal of Lasers, 42, 0203004(2015).

    [22] Gao X D, Mo L, You D Y et al. Tight butt joint weld detection based on optical flow and particle filtering of magneto-optical imaging[J]. Mechanical Systems and Signal Processing, 96, 16-30(2017).

    [23] Mu Q, Wei Y Y, Li J et al. Improved Retinex low illumination image enhancement algorithm research[J]. Journal of Harbin Engineering University, 39, 2001-2010(2018).

    [24] Lu Z M, Liu Q T, Fan D M et al. Visual image enhancement based on the MSR with luminance division[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 39, 99-102(2011).

    [25] Wang M, Chen W Y, Li X D. Hand gesture recognition using valley circle feature and Hu's moments technique for robot movement control[J]. Measurement, 94, 734-744(2016).

    [26] Zhang Z J, Ma J E, Li X F et al. Insulator fault detection based on deep learning and Hu invariant moments[J]. Journal of the China Railway Society, 43, 71-77(2021).

    [27] Shamsuddin S M, Sulaiman M N, Darus M. Invarianceness of higher order centralised scaled-invariants undergo basic transformations[J]. International Journal of Computer Mathematics, 79, 39-48(2002).

    [28] Gong W F, Wang Y Z, Chen H et al. Anomaly diagnosis for navigation sensors of unmanned autonomous vehicles based on deep learning[J]. Journal of Mechanical Engineering, 57, 268-278(2021).

    [29] Yu H D, Mi Q S, Zhao D et al. Optical fiber perimeter intrusion pattern recognition based on 1D-CNN[J]. Acta Photonica Sinica, 50, 0906003(2021).

    Yuhui Huang, Xi’an Fan, Yanxi Zhang, Xiangdong Gao. Online Detection of Root Hump in Laser‐MIG Hybrid Welding Based on Invariable Moment Characteristics of Molten Pool Image[J]. Chinese Journal of Lasers, 2023, 50(12): 1202108
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