Proposal of Entangled Chip Cleaning Using Image-Processing-Based Chip Detection and Robotic Grasping Chip Removal Motion

Procedia CIRP Pub Date : 2026-01-01 Epub Date: 2026-02-12 DOI:10.1016/j.procir.2026.01.040
Ryuki Takahashi , Leonardo Rauseo , Yoko Hirono , Yasuhiro Kakinuma
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引用次数: 0

Abstract

This study addresses the rising demand for factory automation due to manpower shortages. In response to the common challenge of cleaning steel chips entangled in a turning process, we introduce an innovative automatic chip cleaning system with a mobile manipulator. The system integrates chip detection and removal functionalities. Utilizing a unique image alignment method in the chip detection process, it robustly identifies chips by comparing normal and abnormal chuck images under varying light conditions with low computational costs. Besides, the entire chip cleaning system’s movement was simulated, emphasizing its potential for new applications of a mobile manipulator in factory automation.
基于图像处理的芯片检测和机器人抓取芯片去除运动的纠缠芯片清洗方案
本研究针对人力短缺导致工厂自动化需求上升的问题。针对车削过程中纠缠在一起的钢屑清洗的常见挑战,我们推出了一种创新的带有移动机械手的自动切屑清洗系统。该系统集成了芯片检测和去除功能。在芯片检测过程中采用独特的图像对齐方法,通过比较不同光照条件下正常和异常卡盘图像,实现对芯片的鲁棒识别,且计算成本低。此外,对整个切屑清洗系统的运动进行了仿真,强调了其在工厂自动化中作为移动机械手的新应用潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
3.80
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0.00%
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