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Cloud-based approach for automatic CNC workpiece origin localization based on image analysis

机译:基于图像分析的自动数控工件原始定位的基于云的方法

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摘要

Computer vision applications in the industry have been a constant field of research in academia. Industrial daily challenges such as quality inspection, object detection, and measurement are examples of situations where some automation could be done by using computer vision techniques. In this paper, a cloud-based approach of an automatic system based on stereo vision and image analysis has been developed to automate a daily routine present in machining companies: workpiece referencing. The proposed architecture uses two cameras mounted in the spindle of a machining center. All images are processed in custom software, running on the cloud, to return the position of the Workpiece Coordinate System (WCS) directly to the Computer Numerical Control (CNC) machine controller. Experimental results validate the application of the proposed architecture in a real machining process machine.
机译:业内计算机视觉应用一直是学术界的恒定研究领域。诸如质量检验,物体检测和测量等工业日常挑战是通过使用计算机视觉技术可以完成一些自动化的情况的示例。在本文中,已经开发了一种基于立体视觉和图像分析的自动系统的基于云的方法,以自动化加工公司中的日常生活:工件参考。所提出的架构使用安装在加工中心主轴中的两个摄像头。所有图像都在自定义软件中处理,在云上运行,以将工件坐标系(WCS)的位置直接返回到计算机数控(CNC)机器控制器。实验结果验证了建议架构在真正的加工过程机器中的应用。

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