A high-efficiency and high-precision automatic 3D scanning system for industrial parts based on a scanning path planning algorithm

计算机科学 投影机 计算机视觉 扫描仪 摄影测量学 校准 人工智能 结构光三维扫描仪 光栅扫描 激光扫描 三维扫描 结构光 投影(关系代数) 光栅图形 算法 数学 光学 物理 统计 激光器
作者
Yulong Zong,Jin Liang,Wenyan Pai,Meitu Ye,Maodong Ren,Jianbo Zhao,Zhengzong Tang,Jiyao Zhang
出处
期刊:Optics and Lasers in Engineering [Elsevier]
卷期号:158: 107176-107176 被引量:15
标识
DOI:10.1016/j.optlaseng.2022.107176
摘要

To achieve high-precision and high-efficiency 3D scanning of industrial parts, this research proposes an automated 3D scanning system based on path planning algorithms, in which the 3D scanning sensor is realized based on the principle of raster projection. The proposed automated scanning system is composed of a robotic arm, a 3D scanner, and a turntable to achieve a complete 3D scanning of the object to be measured. More precisely, this paper proposes a virtual 3D scanning principle, which can accurately determine whether a certain point on the CAD model can be scanned by a viewpoint. Further, this paper proposes a path planning algorithm based on the virtual 3D scanning principle, which can calculate the optimal scanning path required to scan the object according to the CAD model of the scanned object. Furthermore, to ensure the accuracy of the system, a high-precision system calibration method is proposed to establish the accurate positional relationship between various parts of the system. Firstly, this research proposes a camera calibration algorithm based on close-range photogrammetry, which can calculate the high-precision interior and exterior orientation parameters of the camera, and apply the method of calculating camera external parameters to the hand-eye calibration, making the accuracy of hand-eye calibration is also improved accordingly. In addition, this research proposes a photogrammetry-based projector calibration algorithm to determine the positional relationship between the projector and the camera in the 3D scanner, and a turntable calibration method to determine the positional relationship between the rotation center of the turntable and the camera. Eventually, according to different usage requirements, two 3D scanning data splicing methods are proposed. One is a high-efficient automatic splicing method based on the results of system calibration without pasting mark points, and the other is a high-precision data splicing method based on photogrammetry. Experimental results demonstrate that this system has higher accuracy and better performance in system calibration, scanning path calculation, and multi-view scanning data splicing.
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