• Optics and Precision Engineering
  • Vol. 31, Issue 19, 2857 (2023)
Xiaodong WANG, Shipeng CUI, Zheng XU*, and Shiqin LU
Author Affiliations
  • School of Mechanical Engineering, Dalian University of Technology, Dalian116023, China
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    DOI: 10.37188/OPE.20233119.2857 Cite this Article
    Xiaodong WANG, Shipeng CUI, Zheng XU, Shiqin LU. Visual composite positioning for precision microassembly[J]. Optics and Precision Engineering, 2023, 31(19): 2857 Copy Citation Text show less
    Training and application of composite positioning method
    Fig. 1. Training and application of composite positioning method
    Flowchart of Canny processing
    Fig. 2. Flowchart of Canny processing
    Photo of precision assembly system
    Fig. 3. Photo of precision assembly system
    Positioning results with different light intensities
    Fig. 4. Positioning results with different light intensities
    Influence of brightness on rough positioning
    Fig. 5. Influence of brightness on rough positioning
    Extracted feature coordinates by positioning algorithm
    Fig. 6. Extracted feature coordinates by positioning algorithm
    Positioning results with various defocus distances
    Fig. 7. Positioning results with various defocus distances
    Influence of defocus distances on rough positioning
    Fig. 8. Influence of defocus distances on rough positioning
    Feature coordinates extracted by positioning algorithm
    Fig. 9. Feature coordinates extracted by positioning algorithm
    Positioning results at various rotation angles
    Fig. 10. Positioning results at various rotation angles
    Influence of posture on rough positioning
    Fig. 11. Influence of posture on rough positioning
    Images of part features
    Fig. 12. Images of part features
    Parts with different surface conditions
    Fig. 13. Parts with different surface conditions
    Assembly parts
    Fig. 14. Assembly parts
    Assembly process based on feature positioning
    Fig. 15. Assembly process based on feature positioning
    器件指 标参 数

    工业

    相机

    分辨率3 088(H)×2 064(V)
    像素尺寸2.4 μm×2.4 μm

    远心

    镜头

    工作距离65 mm
    分辨率7.5 μm

    精密位移

    滑台

    绝对定位精度5.0 μm
    重复定位精度0.5 μm
    运动分辨率0.2 μm
    Table 1. Technical parameters of visual measurement module
    算 法mAP/%

    平均消耗时间/

    (ms·frame-1

    粗定位模型

    参数数量(M)

    Faster R-CNN99.47260.52136.812
    SSD99.37152.8424.414
    YOLOv598.7193.007.065
    轮廓配准算法86.00
    Table 2. Comparison of composite positioning algorithms
    零件特征极大值极小值均方差
    No.13.2-1.62.0
    No.211.2-8.810.4
    No.33.3-20.89.2
    No.420.4-18.814.6
    Table 3. Error of target detection algorithm
    零件特征极大值极小值均方差
    No.10.20-0.70.4
    No.20.30-1.00.5
    No.30.40-0.90.5
    No.40.75-0.40.5
    Table 4. Error of composite positioning algorithm
    Xiaodong WANG, Shipeng CUI, Zheng XU, Shiqin LU. Visual composite positioning for precision microassembly[J]. Optics and Precision Engineering, 2023, 31(19): 2857
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