Towards the 5th Industrial Revolution: A literature review and a framework for Process Optimization Based on Big Data Analytics and Semantics

Mourtzis, Dimitris

doi:10.36897/jme/141834

Cited by 23 publications

(14 citation statements)

References 65 publications

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“…Industry 5.0 is based on the observation or assumption that Industry 4.0 focuses less on the original principles of social justice and sustainability and more on digitalization and AI-driven technologies for increasing production efficiency and flexibility. Consequently, the concept of Industry 5.0 offers a unique perspective and emphasizes the importance of research and innovation in assisting the industry in providing long-term service to humanity within planetary boundaries [20]. Furthermore, there have been some discussions about the "Age of Augmentation", during which humans and machines reconcile and work in symbiosis, leading up to the formal introduction of Industry 5.0 [21].…”

Section: Industrial Revolutionsmentioning

confidence: 99%

Operator 5.0: A Survey on Enabling Technologies and a Framework for Digital Manufacturing Based on Extended Reality

Mourtzis¹,

Angelopoulos²,

Panopoulos³

2022

Journal of Machine Engineering

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The industrial landscape is undergoing a series of fundamental changes, because of the advances in cutting-edge digital technologies. Under the framework of Industry 4.0 engineers have focused their effort on the development of new frameworks integrating digital technologies such as Big Data Analytics, Digital Twins, Extended Reality, and Artificial Intelligence, to upscale modern manufacturing systems, reduce uncertainties, and cope with the increased market volatility. However, in the upcoming industrial revolution, i.e., Industry 5.0, the research focus will be directed towards the new generation of human operators, the Operator 5.0. The purpose of this paper is to investigate the key technologies that will be the drivers towards the realization of the Operator 5.0 and to highlight the key challenges. Additional contribution is the proposal of a framework for the training and support of shopfloor technicians based on the utilization of Mixed Reality for manufacturing processes.

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Section: Industrial Revolutionsmentioning

confidence: 99%

Operator 5.0: A Survey on Enabling Technologies and a Framework for Digital Manufacturing Based on Extended Reality

Mourtzis¹,

Angelopoulos²,

Panopoulos³

2022

Journal of Machine Engineering

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“…With this approach, current diagnostics and monitoring of feed axes can become more available in the industry. In addition, It is possible to make automatic fault diagnoses by classifying the results obtained in this study with different machine learning methods in the future [20][21]. In addition to these, In our studies, it is seen that weight changes do not affect the results, but force changes do.…”

Section: Discussionmentioning

confidence: 53%

Misalignment Detection on Linear Feed Axis with FFT and Statistical Analysis using Motor Current

Demetgül¹,

Gu²,

Hillenbrand³

et al. 2022

Journal of Machine Engineering

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The linear feed axes are critical subsystems in many production machines and have important responsibilities such as transporting workpieces and tools in the process. Therefore, the component's working condition is crucial for the production of high-quality products. Because these systems gradually deteriorate, it is necessary to detect these changes and occurring faults with condition monitoring systems. In this study, the motor current of feed axes is monitored for axis misalignment that occurs during or after assembly. We conduct diagnosis with Fast Fourier Transform (FFT) and statistical methods in order to differentiate different misalignment scenarios and operating constraints of the feed axis. Different states are achieved by simulating left and right axis misalignment and operating the table at different speeds and strokes.

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“…The next step will be to tailor these new forms of energy generation to the users' consumption patterns. Because industrial users account for more than 40% of the global total energy consumption, there is a significant opportunity to increase energy efficiency by taking advantage of important trends in industry [14] .…”

Section: Review Methodologymentioning

confidence: 99%

Smart Grids as product-service systems in the framework of energy 5.0 - a state-of-the-art review

Mourtzis¹,

Angelopoulos²,

Panopoulos³

2022

Green Manuf Open

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Aim: This work explores the opportunities and challenges associated with the integration of Product Service Systems (PSS) into Smart Grids (SGs) with the aim of improving manufacturing and production systems’ sustainability under the Society 5.0 framework. Methods: A bibliometric analysis was conducted to examine the existing bibliographic material and identify the primary scientific directions for this research area. The aim was to provide a thorough understanding of the research problems and perform an in-depth analysis of the distinctive aspects of development of the scientific research in this field and visualize the results with VOS viewer tool. Results: Industry, society, and academia are being reshaped and reorganized to integrate new information and communications technology (ICT) to enable complete digitization and digitalization of their infrastructures. This trend is driven by the need for more resilient, environmentally sustainable, and human-centric systems, as indicated by the terms Industry 5.0 and Society 5.0. Electrical power generation and distribution currently are critical issues for society. In this context, SGs are examined from the perspective of product-service systems (PSSs). The key enabling technologies are discussed and a technical discussion based on presentation of implemented frameworks follows. Conclusion: Intelligent societies will become the new reality. It is necessary to adapt existing infrastructures toward human centricity, resilience, and sustainability. SGs require further development, with several challenges still to be addressed. However, engineers have several technologies available, including blockchain and PSSs, to promote client activity in societal infrastructures.

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Towards the 5th Industrial Revolution: A literature review and a framework for Process Optimization Based on Big Data Analytics and Semantics

Cited by 23 publications

References 65 publications

Operator 5.0: A Survey on Enabling Technologies and a Framework for Digital Manufacturing Based on Extended Reality

Operator 5.0: A Survey on Enabling Technologies and a Framework for Digital Manufacturing Based on Extended Reality

Misalignment Detection on Linear Feed Axis with FFT and Statistical Analysis using Motor Current

Smart Grids as product-service systems in the framework of energy 5.0 - a state-of-the-art review

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