| Literature DB >> 35009609 |
Cristian Rocha-Jácome1, Ramón González Carvajal1, Fernando Muñoz Chavero1, Esteban Guevara-Cabezas1, Eduardo Hidalgo Fort1.
Abstract
Currently, the concept of Industry 4.0 is well known; however, it is extremely complex, as it is constantly evolving and innovating. It includes the participation of many disciplines and areas of knowledge as well as the integration of many technologies, both mature and emerging, but working in collaboration and relying on their study and implementation under the novel criteria of Cyber-Physical Systems. This study starts with an exhaustive search for updated scientific information of which a bibliometric analysis is carried out with results presented in different tables and graphs. Subsequently, based on the qualitative analysis of the references, we present two proposals for the schematic analysis of Industry 4.0 that will help academia and companies to support digital transformation studies. The results will allow us to perform a simple alternative analysis of Industry 4.0 to understand the functions and scope of the integrating technologies to achieve a better collaboration of each area of knowledge and each professional, considering the potential and limitations of each one, supporting the planning of an appropriate strategy, especially in the management of human resources, for the successful execution of the digital transformation of the industry.Entities:
Keywords: IIoT; Industry 4.0; artificial intelligent; big data; blockchain; cloud computing; cyber security; cyber–physical system; digital maturity; digital twin
Mesh:
Year: 2021 PMID: 35009609 PMCID: PMC8747394 DOI: 10.3390/s22010066
Source DB: PubMed Journal: Sensors (Basel) ISSN: 1424-8220 Impact factor: 3.576
Figure 1The main steps taken to validate the research.
Inclusion and exclusion criteria.
| Category | Criteria | Code |
|---|---|---|
| Inclusion | The article corresponds to a scientific database and formally published. | Y01 |
| Articles completely written in English or Spanish | Y02 | |
| The article addresses the topic of Industry 4.0 in a major way. | Y03 | |
| The article mentions key paradigms and technologies involved in Industry 4.0 concept. | Y04 | |
| The article relates the key technology to Industry 4.0. | Y05 | |
| The article is updated no more than 5 years in the case of key technologies. | Y06 | |
| The article details the contribution of the technology in question to Industry 4.0. | Y07 | |
| If it is a web page, it must correspond to official scientific dissemination sites. | Y08 | |
| Exclusion | The article is not published in scientific databases and/or indexed journals. | N01 |
| The quality of the information is irrelevant for this study. | N02 | |
| The information is redundant and of lower quality than previously included articles. | N03 | |
| The article deals with emerging technologies but does not relate them to Industry 4.0. | N04 | |
| The article deals with very particular case studies and with little detail. | N05 | |
| The article mentions Industry 4.0 in its title or key words but does not address the topic in its content. | N06 | |
| The information in the article is outdated with respect to others previously included. | N07 | |
| If it is a web page, it corresponds to blogs or unofficial web pages. | N08 |
Technologies and paradigms of Industry 4.0 analyzed.
| Technology/Paradigm | Identified Documents | Excluded Documents | Included Documents | References |
|---|---|---|---|---|
| Industry 4.0 | 55 | 40 | 15 | [ |
| Cyber–Physical Systems | 61 | 55 | 6 | [ |
| IoT–IIoT | 120 | 103 | 17 | [ |
| Cyber security | 44 | 30 | 14 | [ |
| Big Data and Analytics | 82 | 73 | 9 | [ |
| Big Data in Industry 4.0 | 68 | 55 | 13 | [ |
| Digital Twin | 45 | 29 | 16 | [ |
| Cloud, Fog, Edge computing | 265 | 240 | 25 | [ |
| 5G in Industry 4.0 | 78 | 64 | 14 | [ |
| AI in Industry 4.0 | 198 | 177 | 21 | [ |
| Digital Maturity of Industry | 46 | 36 | 10 | [ |
| Virtual/Augmented Reality | 72 | 55 | 17 | [ |
| Blockchain in Industry 4.0 | 52 | 32 | 20 | [ |
| Total | 1186 | 989 | 197 |
Figure 2(a) Ratio of exclusion and inclusion of documents of each paradigm and key technology; (b) Percentage of documents included and excluded with respect to the total.
Scientific contribution by country.
| Country | Number of Documents |
|---|---|
| U.S.A. | 28 |
| China | 27 |
| Spain | 22 |
| Italy | 18 |
| Germany | 16 |
| India | 12 |
| Australia | 10 |
| United Kingdom | 10 |
| Canada, South Korea | 8 |
| France | 7 |
| Brazil | 7 |
| Austria | 5 |
| Colombia, Sweden, Turkey, Portugal, Greece | 4 |
| Ireland, Poland, Romania, Finland, Saudi Arabia, | 3 |
| Switzerland, Lithuania, Taiwan, Singapore, Pakistan, Iran, Belgium, New Zealand, Hungary | 2 |
| Slovakia, Ecuador, Russia, Norway, México, Morocco, Egypt, Estonia, Argentina, Macedonia, Malta, | 1 |
Figure 3Geographical distribution and density of publications.
Figure 4Percentage of countries’ contribution.
Technologies and paradigms publication year.
| Technology/Paradigm | 2008 | 2009 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Industry 4.0 | 1 | 4 | 3 | 3 | 1 | 3 | ||||||
| Cyber–Physical Systems | 1 | 1 | 2 | 2 | ||||||||
| IoT–IIoT | 1 | 2 | 1 | 1 | 3 | 2 | 7 | |||||
| Cyber security | 2 | 4 | 1 | 1 | 6 | |||||||
| Big Data and Analytics | 1 | 2 | 1 | 1 | 1 | 3 | ||||||
| Big Data and Industry 4.0 | 1 | 1 | 1 | 2 | 2 | 1 | 2 | 3 | ||||
| Digital Twin | 1 | 2 | 1 | 12 | ||||||||
| Cloud computing, Fog computing, Edge computing | 1 | 1 | 4 | 5 | 14 | |||||||
| 5G and Industry 4.0 | 1 | 1 | 1 | 3 | 2 | 6 | ||||||
| AI and Industry 4.0 | 4 | 1 | 9 | 7 | ||||||||
| Digital Maturity of Industry | 5 | 1 | 3 | 1 | ||||||||
| Virtual/Augmented Reality | 2 | 3 | 6 | 2 | 4 | |||||||
| Blockchain in Industry 4.0 | 1 | 4 | 6 | 8 |
Figure 5Chronology of scientific information on each technology and paradigm.
Figure 6(a) Percentage ratio of scientific production by years; (b) distribution of scientific information by year.
Figure 7Keywords most frequently used.
Figure 8Leading journals in this work.
Figure 9Language ratio.
Figure 10Proposed scheme of reorganization of Industry 4.0 criteria, paradigms, and key technologies.
Figure 11Proposed CSCW matrix for Industry 4.0 paradigms and key technologies.