한국산업정보학회논문지 (Journal of Korea Society of Industrial Information Systems)

한국산업정보학회 (Korea Society of Industrial Information Systems)
권호 표지
DOI QR코드

DOI QR Code

제 4차 산업혁명 중심의 사물인터넷 지적 구조 시각화

Visualization of the Intellectual Structure on the Internet of Things Focuses on the Industry 4.0

  • 임혜정 (경북대학교 대학원 경영학부) ;
  • 서창교 (경북대학교 경영학부)
  • 투고 : 2022.10.12
  • 심사 : 2022.12.13
  • 발행 : 2022.12.30
PDF 다운로드
⟨ 이전 논문 다음 논문 ⟩

초록

최근 정보통신기술(ICT)의 발달로 산업혁명은 3차 산업에서 4차 산업으로 옮겨가고 있다. 기업이 미래에 생존하기 위해서는 이러한 기술을 채택해야 한다는 것에는 의심의 여지가 없다. 본 연구의 목적은 제4차 산업혁명을 위한 사물인터넷(IoT) 연구 문헌의 지적 구조를 분석하여 해당 분야에 대한 더 나은 통찰력을 제시하는 것이다. 연구 데이터는 Web of Science 데이터베이스에서 추출되었으며, CiteSpace를 사용하여 총 1,631개의 문서와 72,754개의 참고 문헌을 분석하였다. 저자동시인용분석을 이용하여 제4차 산업혁명을 위한 사물인터넷 연구 분야의 지적 구조를 분석하기 위해 군집분석, 타임라인 분석, 연구전환점 분석을 수행하여 'Supply Chain', 'Digital Twin', 'Smart Manufacturing System' 등 12개의 하위 영역을 식별하였다. 타임라인 분석을 통해 연구가 확대되고 있는 분야와 축소되고 있는 분야를 분석하였으며, 연구의 한계점과 향후 연구방향을 결론과 함께 제시하였다.

With the recent development of the ICT (information and communication technology), the revolution of the industry has moved on from the third industry to the fourth. There is no doubt that the companies would not survive in the future without adopting these technologies. The purpose of this research is to analyze the intellectual structure of the internet of things(IoT) literature for the Industry 4.0 to suggest a better insight for the field. The data for this research is extracted from the Web of Science database. Total of 1,631 documents and 72,754 references are used for the research with the analysis program CiteSpace. Author co-citation analysis is used to analyze the intellectual structure and performed clustering, timeline and burst detection analysis. We identified 12 sub-areas of IoT for the Industry 4.0 which are 'Supply Chain', 'Digital Twin', 'Smart Manufacturing System' and etc. Through the timeline analysis we can find out which clusters will increase or decrease its reputation. As concluding remarks, limitations and further research suggestions are discussed.

키워드

참고문헌

  1. Andrews, J. E. (2003). An author co-citation analysis of medical informatics, Journal of the Medical Library Association, 91(1), 47.
  2. Azam, A., Ahmed, A., Wang, H., Wang, Y. and Zhang, Z. (2021). Knowledge structure and research progress in wind power generation (WPG) from 2005 to 2020 using CiteSpace based scientometric analysis, Journal of Cleaner Production, 295, 126496.
  3. Bhattacharyya, S. S. and Verma, S. (2020). The intellectual contours of corporate social responsibility literature: co-citation analysis study, International Journal of Sociology and Social Policy.
  4. Chen, C. (2004). Searching for intellectual turning points: Progressive knowledge domain visualization, Proceedings of the National Academy of Sciences, 101(1), 5303-5310. https://doi.org/10.1073/pnas.0307513100
  5. Chen, C. (2017). Science mapping: A systematic review of the literature, Journal of Data and Information Science, 2(2), 1-40. https://doi.org/10.1515/jdis-2017-0006
  6. Chen, C. (2019). How to Use CiteSpace, Leanpub.
  7. Cui, Y., Mou, J. and Liu, Y. (2018). Knowledge mapping of social commerce research: A visual analysis using CiteSpace, Electronic Commerce Research, 18(4), 837-868. https://doi.org/10.1007/s10660-018-9288-9
  8. Freeman, L. C. (1977). A set of measures of centrality based on betweenness, Sociometry, 40(1), 35-41. https://doi.org/10.2307/3033543
  9. Gorecky, D., Schmitt, M., Loskyll, M. and Zuhlke, D. (2014). Human-machine-interaction in the industry 4.0 era, In 2014 12th IEEE international conference on industrial informatics (INDIN), 289-294.
  10. Heo, G. E. and Song, M. (2013). Examining the Intellectual Structure of a Medical Informatics Journal with Author Co-citation Analysis and Co-word Analysis, Journal of the Korean Society for Information Management, 30(2), 207-225.
  11. Jang, H. D.(2019). A study on personal information legislation improvement plan for data economic regulatory innovation, Korean Industrial Economic Association (IKIEA), 32(6), 2589-2602.
  12. Jones, D., Snider, C., Nassehi, A., Yon, J. and Hicks, B. (2020). Characterising the Digital Twin: A systematic literature review, CIRP Journal of Manufacturing Science and Technology, 29, 36-52. https://doi.org/10.1016/j.cirpj.2020.02.002
  13. Kim. H. G. (2020). A Study on the Factors Influencing on the Intention to Continuously Use a Smart Factory, Journal of the Korea Industrial Information Systems Research, 25(2), 73-85.
  14. Kim, H. J. (2005). A Study on Visualization of Digital Preservation Knowledge Domain Using CiteSpace, Journal of the Korean Society for Library and Information Science, 39(4), 89-104. https://doi.org/10.4275/KSLIS.2005.39.4.089
  15. Kim, H. J. and Cho, H. Y. (2010). A Study on Intellectual Structure Using Author Co-citation Analysis and Author Bibliographic Coupling Analysis in the Field of Social Welfare Science, Journal of the Korean Society for Information Management, 27(3), 283-306. https://doi.org/10.3743/KOSIM.2010.27.3.283
  16. Kim, J. W., Kim, H. M., Lee, S. Y. and Rhee, J. W. (2008). Research Trend and Knowledge Structure of Relationship Marketing -Based on Authors Co-citation Analysis and Social Network Analysis to identify Authors Relationship, Korean Journal of Marketing, 23(3), 1-35.
  17. Kim, J. Y. (2018). Regulations and Government Legislations Issues for Internet of Things, Journal of Law&Technology, 24(1), 43-92.
  18. Kim, Y. H. and Chang, K. J. (2022). Microplastics Intellectual Network Analysis based on Bigdata, Journal of Convergence for Information Technology, 12(4), 239-259.
  19. Kim, Y. J. and Kim, C. H. (2007). Mapping the intellectual structure of communication research field in Korea: An author co- citation analysis, 1989~2006, Korean Journal of Communication Studies, 15(3), 156-185.
  20. Kim, Y., Park, Y. S. and Baek, D. (2022). High Power Energy Harvesting Systems for IoT Sensor Nodes Systems, Journal of the Korea Industrial Information Systems Research, 27(4), 29-36.
  21. Kranenburg, R. V., Anzelmo, E., Bassi, A., Capri, D., Dodson, S. and Ratto, M.(2011). The internet of things, 1st Berlin Symposium on Internet and Society, Oct. 25-28, Berlin, Germany, 25-27.
  22. Lee, H. J. and Kim, Y. H. (2021). A Study on the Blockchain in Business: Research Trends and Issues between Korea and Overseas, The e-Business Studies, 22(1), 159-176. https://doi.org/10.20462/TeBS.2021.2.22.1.159
  23. Lee, J. H. (2021). Internet of Things and Philosophy, CommunicationBooks.
  24. Lee, M. O. (1996). Major Themes and Trends in Korean Women's Studies: The Results of Author Co-citation Analysis, Journal of Korean Women's Studies, 12(1), 180-203.
  25. Lim, H. J. and Suh, C. K. (2018). The Intellectual Structure of Supply Chain Management, Journal of the Korean Society of Supply Chain Management, 18(1), 1-14. https://doi.org/10.25052/KSCM.2018.05.18.1.1
  26. Moon, A., Lee, E., and Kim, S. (2021). Development of Microclimate-based Smart Farm Predictive Platform for Intelligent Agricultural Services. Journal of the Korea Industrial Information Systems Research, 26(1), 21-29.
  27. Moon, J. Y. (2011). Study on Intellectual Structure of Secretarial Studies Using Author Co-citation Analysis, Journal of Secretarial Studies, 20(1), 25-44.
  28. Mustafee, N., Bessis, N., Taylor, S. J. and Sotiriadis, S. (2013). Exploring the E-Science knowledge base through co-citation analysis, Procedia Computer Science, 19, 586-593. https://doi.org/10.1016/j.procs.2013.06.078
  29. Oh, B. K. (2018). An Analysis on Adapted Relative Rankings using the Fourth Industrial Revolution Categories among the Regions of South Korea, Journal of Industrial Economics and Business, 31(1), 275-292. https://doi.org/10.22558/jieb.2018.02.31.1.275
  30. Park, E. Y. (2021). Income Inequality and Fourth Industrial Revolution, Journal of Industrial Economics and Business, 34(3), 713-733. https://doi.org/10.22558/jieb.2021.6.34.3.713
  31. Park, H. J. (2022). Analyzing and Visualizing the Intellectual Structure of Data Science, Journal of the Korea Contents Association, 22(7), 18-29. https://doi.org/10.5392/JKCA.2022.22.07.018
  32. Park, J. S., Hong, S. G. and Kim. N. R. (2016). A Development Plan for Co-creation-based Smart City through the Trend Analysis of Internet of Things, Journal of the Korea Industrial Information Systems Research, 21(4), 67-78. https://doi.org/10.9723/jksiis.2016.21.4.067
  33. Rousseeuw, P. (1987). Silhouettes: A graphical aid to the interpretation and validation of cluster analysis, Journal of Computational and Applied Mathematics, 20, 53-65. https://doi.org/10.1016/0377-0427(87)90125-7
  34. Ryu, M. H. and Cho, H. S. (2020). An Analysis of IoT Service using Sentiment Analysis on Online Reviews: Focusing on the Characteristics of Service Providers, Journal of the Korea Industrial Information Systems Research, 25(5), 91-102.
  35. Shiau, W. L., Chen, S. Y. and Tsai, Y. C. (2015). Management information systems issues: Co-citation analysis of journal articles, International Journal of Electronic Commerce Studies, 6(1), 145-162. https://doi.org/10.7903/ijecs.1393
  36. Suh, E. K. (1992). Research Patterns of Information Retrieval in Information Science: The Changing Structure Across A Decade, Journal of the Korean Society for Information Management, 9(1), 55-82.
  37. Wang, L. and Kim, M. S. (2019). Visualized Analysis on Multimodal Social semiotics(1999-2019) Based on CiteSpace, Journal of Korean Design Research Society, 4(2), 123-134.
  38. Weyer, S., Schmitt, M., Ohmer, M. and Gorecky, D. (2015). Towards Industry 4.0-Standardization as the crucial challenge for highly modular, multi-vendor production systems, Ifac-Papersonline, 48(3), 579-584. https://doi.org/10.1016/j.ifacol.2015.06.143
  39. White, H. D. and Griffith, B. C. (1981). Author cocitation: A literature measure of intellectual structure, Journal of the American Society for Information Science, 32(3), 163-171. https://doi.org/10.1002/asi.4630320302
  40. Zhang, M. Y. (2022). Visual analysis of the development of international children"s physical fitness based on CiteSpace, Korean Journal of Sports Science, 31(2), 101-113. https://doi.org/10.35159/kjss.2022.4.31.2.101
  41. Zhu, J., Song, L. J., Zhu, L. and Johnson, R. E. (2019). Visualizing the landscape and evolution of leadership research, The Leadership Quarterly, 30(2), 215-232. https://doi.org/10.1016/j.leaqua.2018.06.003