Optics and Precision Engineering, Volume. 30, Issue 11, 1353(2022)

Microscopic feature localization for mass precision assembly tasks

Xiaodong WANG... Zhongyang YU, Zheng XU*, Shiqin LU and Shipeng CUI |Show fewer author(s)
Author Affiliations
  • School of Mechanical Engineering, Dalian University of Technology, Dalian116023, China
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    Figures & Tables(13)
    Training and implementation of feature localization vector machine
    Searching process of feature location
    Precise assembly equipment for actuator components
    Localization of mask template feature
    Localization of actuator components
    Feature localization under various light intensities
    Comparison of compound feature and LBP feature
    Comparison of compound feature and HOG feature
    Feature positioning accuracy in X and Y directions
    Assembly process of actuator components
    • Table 1. Comparison of feature positioning accuracy

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      Table 1. Comparison of feature positioning accuracy

      特征种类识别准确数量识别准确率/%
      复合特征10198.06
      HOG特征9390.29
      LBP特征6260.19
    • Table 2. Experimental parameters

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      Table 2. Experimental parameters

      金字塔

      层数

      HOGLBP
      BlocksizeBlockstrideCell sizepr
      144484
      244484
      388888
      4888816
      5323216832
    • Table 3. Experimental results of assembly

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      Table 3. Experimental results of assembly

      次数X方向偏差Y方向偏差圆心偏差
      12.720.602.79
      23.802.064.32
      34.153.085.17
      42.793.014.10
      53.825.246.48
      63.436.036.94
      74.544.966.72
      80.846.136.19
      93.405.206.21
      100.241.821.84
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    Xiaodong WANG, Zhongyang YU, Zheng XU, Shiqin LU, Shipeng CUI. Microscopic feature localization for mass precision assembly tasks[J]. Optics and Precision Engineering, 2022, 30(11): 1353

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    Paper Information

    Category: Micro/Nano Technology and Fine Mechanics

    Received: Feb. 9, 2022

    Accepted: --

    Published Online: Jul. 4, 2022

    The Author Email: XU Zheng (xuzheng@dlut.edu.cn)

    DOI:10.37188/OPE.20223000.0047

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