Intelligent Cyber-Physical Monitoring and Control of I4.0 Machining Systems - An Overview and Future Perspectives

Q2 Engineering

Journal of Machine Engineering Pub Date : 2022-03-08 DOI:10.36897/jme/147157

Mahmoud Hassan, Ahmad Sadek, M. Attia

引用次数: 1

Abstract

Rapid evolution in sensing, data analysis, and industrial internet of things technologies had enabled the manufacturing of advanced smart tooling. This has been fused with effective digital inter-connectivity and integrated process control intelligence to form the industry I4.0 platform. This keynote paper presents the recent advances in smart tooling and intelligent control techniques for machining processes. Self-powered wireless sensing nodes have been utilized for non-intrusive measurement of process-born phenomena near the cutting zone, as well as tool wear and tool failure, to increase confidence in the process and tool condition monitoring accuracy. Cyber-physical adaptive control approaches have been developed to optimize the cycle time and cost while eliminating machined part defects. Novel artificial intelligence AI-based signal processing and modeling approaches were developed to guarantee the generalization and practicality of these systems. The paper concludes with the outlook for future work needed for seamless implementation of these developments in industry.

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工业4.0加工系统的智能网络-物理监测和控制-概述和未来展望

传感、数据分析和工业物联网技术的快速发展使先进智能工具的制造成为可能。这与有效的数字互联和集成过程控制智能相融合，形成了工业4.0平台。这篇主题论文介绍了智能工具和智能控制技术在加工过程中的最新进展。自供电无线传感节点已被用于非侵入式测量切削区附近的过程产生的现象，以及刀具磨损和刀具故障，以增加对过程和刀具状态监测精度的信心。网络物理自适应控制方法已被开发，以优化周期时间和成本，同时消除加工零件的缺陷。为了保证这些系统的通用性和实用性，开发了新的基于人工智能的信号处理和建模方法。论文最后展望了在工业中无缝实施这些发展所需的未来工作。

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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来源期刊

Journal of Machine Engineering Engineering-Industrial and Manufacturing Engineering

CiteScore

2.70

自引率

0.00%

发文量

审稿时长

25 weeks

期刊介绍： ournal of Machine Engineering is a scientific journal devoted to current issues of design and manufacturing - aided by innovative computer techniques and state-of-the-art computer systems - of products which meet the demands of the current global market. It favours solutions harmonizing with the up-to-date manufacturing strategies, the quality requirements and the needs of design, planning, scheduling and production process management. The Journal'' s subject matter also covers the design and operation of high efficient, precision, process machines. The Journal is a continuator of Machine Engineering Publisher for five years. The Journal appears quarterly, with a circulation of 100 copies, with each issue devoted entirely to a different topic. The papers are carefully selected and reviewed by distinguished world famous scientists and practitioners. The authors of the publications are eminent specialists from all over the world and Poland. Journal of Machine Engineering provides the best assistance to factories and universities. It enables factories to solve their difficult problems and manufacture good products at a low cost and fast rate. It enables educators to update their teaching and scientists to deepen their knowledge and pursue their research in the right direction.