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In-process machine vision monitoring of tool wear for Cyber-Physical Production Systems

机译:在线物理生产系统中工具磨损的过程中机器视觉监控

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摘要

The monitoring of tool wear in machining process is becoming a crucial element in the modern production systems to predict the tool lifespan, and consequently the ideal point to replace it, still remains a challenge up to now. On the other hand, Cyber-Physical Systems (CPSs) have attracted researchers in many areas, especially in manufacturing, and they are playing a key role in the integration of heterogeneous software and hardware components. In this paper, an in-process machine vision monitoring of tool wear is integrated into a production system based on the CPS approach. Thereby, a methodology of four phases is proposed, whose goal basically is to raise the requirements, validate the integration, develop the decentralized architecture and finally prove the efficiency, robustness, and capabilities that only cyber-physical systems can bring to a production system. The feasibility and effectiveness of the proposed monitoring system for in-process tool wear is validated in a CNC drilling machining process.
机译:监视加工过程中的刀具磨损已成为现代生产系统中预测刀具寿命的关键因素,因此,迄今为止,理想的更换方法仍然是挑战。另一方面,网络物理系统(CPS)吸引了许多领域的研究人员,尤其是制造领域的研究人员,并且它们在异构软件和硬件组件的集成中起着关键作用。本文将基于工具磨损的过程中机器视觉监控功能集成到基于CPS方法的生产系统中。因此,提出了一个四个阶段的方法,其目标主要是提高需求,验证集成,开发去中心化架构并最终证明只有网络物理系统才能带给生产系统的效率,鲁棒性和功能。所提出的过程中刀具磨损监控系统的可行性和有效性在CNC钻孔加工过程中得到了验证。

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