Industry 4.0 reference architectures: State of the art and future trends

Nakagawa, Elisa Yumi; Antonino, Pablo Oliveira; Schnicke, Frank; Capilla, Rafael; Kuhn, Thomas S.; Liggesmeyer, Peter

doi:10.1016/j.cie.2021.107241

Cited by 103 publications

(59 citation statements)

References 36 publications

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“…The primary objective of Nakagawa et al (2021) is to continuously evaluate Industry 4.0 reference designs and determine their appropriateness for enabling Industry 4.0 processes and solutions. We did this by conducting extensive study on these designs and extensively analyzing and characterizing them.…”

Section: Findings From the Literature Reviewmentioning

confidence: 99%

“…We did this by conducting extensive study on these designs and extensively analyzing and characterizing them. Researchers also discuss its application and the technology solutions that may aid in their execution (Nakagawa et al, 2021). Implementing Industry 4.0 principles in businesses/factories remains a significant issue.…”

Section: Findings From the Literature Reviewmentioning

confidence: 99%

“…Implementing Industry 4.0 principles in businesses/factories remains a significant issue. A complete absence of big achievement technologies and a shortage of deeper negotiated centralization that reference architectures would need have hampered such development, not only in large innovation manufacturing plants such as the automotive industry, as well as in small and medium-sized enterprises (SME), in which the biggest improvement respectively Industry 4.0 operating cost and its advantages is unidentified (Nakagawa et al, 2021). Industry 4.0 provides a platform for the manufacturing companies to allowing covered operations and increase the intelligence of its whole supply chain.…”

Section: Findings From the Literature Reviewmentioning

confidence: 99%

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Industry 4.0 Perception Regarding to New Developments and New Trends of Industries

Erdil¹

2021

European Journal of Science and Technology

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The purpose of this research is to assess the core principles of Industry 4.0, its advantages, literature review, and effective implementation techniques. Searching for published publications may demonstrate recent developments of industries with big data of production system and technology. Industrialization is a catch-all term for a wide range of modern automated systems, data exchanges, and manufacturing technologies. This revolution is a set of ideals comprised of the internet of things, online services, and cyber-physical systems. While the Industry 4.0 model represents a revolution in every aspect, it also delivers numerous breakthroughs, transformations, and adjustments. This research examines the evolution, technical advances, and benefits of Industrial 4.0, gives a brief background to this configuration and its use in industry implementations, and emphasizes the key components influencing successfully businesses. Furthermore, it is underlined those organizational innovations are required for the industry 4.0 revolution in terms of product, process, and business advancements. As a result, a significant deal of innovation is necessary in many sectors before the industry 4.0 model can be implemented. In product, process, business, and operational terms, innovation refers to variety that creates additional value. To that end, the ideas of Industry 4.0 and innovation are described briefly, followed by an examination of innovation through the lens of Industrial 4.0, with illustrations and concepts provided. It is abundantly clear through publications that are being searched those sectors and industries are making use of big data in the production environment and information. This research reflects on the developments of framework-structure in the enviroment of industry for the businesscompanies. The research also contains the aspect-application of the industry 4.0 technology depending on manufacturing system and improvement phases of manufacturing-production of the company. The application via Industry 4.0 technology of a white goods manufacturing company was evaluated on behalf of manufacturing performance and effectiveness of this manufacturing enterprise according to inputs and outputs components of manufacturing system for the analysis in terms of operation management and the business expectation.

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Section: Findings From the Literature Reviewmentioning

confidence: 99%

Section: Findings From the Literature Reviewmentioning

confidence: 99%

Section: Findings From the Literature Reviewmentioning

confidence: 99%

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Industry 4.0 Perception Regarding to New Developments and New Trends of Industries

Erdil¹

2021

European Journal of Science and Technology

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“…For all companies, decision making implies a risk that for some is minor and for others is so high that it can lead to large economic losses. Decision making implies a process of generating, searching, analyzing, and interpreting information to choose a solution among several possibilities [1,2]. In this way, it establishes priorities according to the information available, to make the best decision [3,4].…”

Section: Introductionmentioning

confidence: 99%

PSO, a Swarm Intelligence-Based Evolutionary Algorithm as a Decision-Making Strategy: A Review

et al. 2022

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Companies are constantly changing in their organization and the way they treat information. In this sense, relevant data analysis processes arise for decision makers. Similarly, to perform decision-making analyses, multi-criteria and metaheuristic methods represent a key tool for such analyses. These analysis methods solve symmetric and asymmetric problems with multiple criteria. In such a way, the symmetry transforms the decision space and reduces the search time. Therefore, the objective of this research is to provide a classification of the applications of multi-criteria and metaheuristic methods. Furthermore, due to the large number of existing methods, the article focuses on the particle swarm algorithm (PSO) and its different extensions. This work is novel since the review of the literature incorporates scientific articles, patents, and copyright registrations with applications of the PSO method. To mention some examples of the most relevant applications of the PSO method; route planning for autonomous vehicles, the optimal application of insulin for a type 1 diabetic patient, robotic harvesting of agricultural products, hybridization with multi-criteria methods, among others. Finally, the contribution of this article is to propose that the PSO method involves the following steps: (a) initialization, (b) update of the local optimal position, and (c) obtaining the best global optimal position. Therefore, this work contributes to researchers not only becoming familiar with the steps, but also being able to implement it quickly. These improvements open new horizons for future lines of research.

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“…However, there is also existentialism, which is a stream of thought which states that humans are not only thinking subjects, but individuals who can carry out an action, who are able to feel, and live to create thoughts in them. Materialism is present due to needs that must be fulfilled, while existentialism is present due to dissatisfaction with situations that make humans have to think based on rationality to be able to create something that can regulate the universe (Ekawati 2017, Nakagawa et al 2021, Salim 2010. People are massively competing to have a lot of material to fulfill their needs and desires for the latest technological devices that are present for their activities.…”

Section: Introductionmentioning

confidence: 99%

The Era of Society 5.0 as the unification of humans and technology: A literature review on materialism and existentialism

Rahmawati

Ruslan

Bandarsyah

2021

JSD

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The Industrial Revolution 4.0 brings society in fast-paced change. Technology and social media emerge not only as a means of communication and accessibility of modern society, but also as a means of mass news spread and provocation. When society and technology coexist, technology is able to drive people to have accessibility without time limits. The objective of this study is to describe the overview of the Era of Society 5.0 seen from the perspectives of materialism and existentialism in social sciences. The research method used was descriptive qualitative with literature review analysis which specifically discussed modern society and the idea of materialism and existentialism. The results of this study showed that the Era of Society 5.0 has indeed become an era of the unification of humans and technology. Technology has become a necessity that must be fulfilled by all people. The perspectives of materialism and existentialism view it as a critical period because society is vulnerable to division if it is not directed properly. This study concluded that the Era of Society 5.0 is described as a period when humans and their mindsets are trapped between material needs and the desire for existence. Technology that is interconnected and accessed without limits presents a complex situation. The streams of materialism and existentialism provide an overview of the situation of society in two related sides.

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Industry 4.0 reference architectures: State of the art and future trends

Cited by 103 publications

References 36 publications

Industry 4.0 Perception Regarding to New Developments and New Trends of Industries

Industry 4.0 Perception Regarding to New Developments and New Trends of Industries

PSO, a Swarm Intelligence-Based Evolutionary Algorithm as a Decision-Making Strategy: A Review

The Era of Society 5.0 as the unification of humans and technology: A literature review on materialism and existentialism

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