The Transactions of The Korean Institute of Electrical Engineers (전기학회논문지)

The Korean Institute of Electrical Engineers (대한전기학회)
권호 표지
DOI QR코드

DOI QR Code

Research Trend Analysis for Smart Grid using Social Network Analysis

사회연결망분석을 활용한 스마트그리드 연구동향 분석

  • Received : 2017.10.29
  • Accepted : 2017.11.24
  • Published : 2017.12.01
Download PDF
⟨ Previous Next ⟩

Abstract

As the power grid has been changed to a smart grid, existing power technologies are evolving into convergence technology through interdisciplinary research. According to the government policy to increase the proportion of renewable energy to 20% by 2030, the speed seems to be accelerating. This study analyzes the relationship between research technologies in order to grasp research trends of smart grid technology. To this end, we analyze the relationship between keywords extracted from topic modeling using social network analysis methodology. This is because, in the field where interdisciplinary research such as smart grid is active, each research topic is not independent, but research technologies emerging in one topic coexist in different topics, and linkage between research technologies can be important information. Therefore, this study can contribute to the analysis of research trend as it can be used as a package tool together with a topic modeling methodology.

Keywords

References

  1. C. M. Pakr, "ICT-based smart energy infrastructure platform research," Information & communications magazine, vol. 30.7, pp. 58-62, 2013
  2. C. M. Pakr, "ICT-based smart energy infrastructure platform research," Information & communications magazine, vol. 30.7, pp. 58-62, 2013
  3. S. H. Lee and D. W. Han, "Application Status and Future of Smart Technology," Journal of Korea Information Science, 9(2), pp.45-52, 2010
  4. K. C. Divya and J. Ostergaard, "Battery energy storage technology for power systems - An overview," Electric Power Systems Research, vol. 79, no. 4, pp. 511-520, Apr. 2009. https://doi.org/10.1016/j.epsr.2008.09.017
  5. R. S. de Carvalho and S. Mohagheghi, "Analyzing impact of communication network topologies on reconfiguration of networked microgrids, impact of communication system on smart grid reliability, security and operation," presented at the 2016 North American Power Symposium (NAPS,2016, pp. 1-6.
  6. I. H. Lim, S. J. Lee, J. H. Park, Y. H. Shin, "Design of Advanced Distribution Management System based on IT / OT Convergence." The Transactions of the Korean Institute of Electrical Engineers 65, no. 5. 2016. pp. 753-759. https://doi.org/10.5370/KIEE.2016.65.5.753
  7. M. Amin and J. Stringer, "The electric power grid: Today and tomorrow," MRS bulletin, 2008.
  8. J. H. Yun, "KIER R & D Strategy for Renewable 3020," Korean Society for New and Renewable Energy, pp. 57-57.
  9. H. R. Kim and S. I. Moon, Understanding of Smart Grid. World of Electricity, 58, 2009, pp. 22-26.
  10. H. J. Lee and J. W. Park, "Latest Trend of Smart Grid Technology." Korean Society for Internet Information, 12, 2011, pp. 24-28.
  11. Y. S. Kim, W. M. Oh and S. S. Choi, "Simulation of network architecture for smart grid," Korean Institute for Information and Communication Engineering, 2013, 38, no. 2, 2013, pp. 122-129.
  12. D. M. Blei, "Probabilistic topicmodels," Commun. ACM, 2012.
  13. D. M. Blei and J. D. Lafferty, "Dynamictopic models," presented at the Proceedings of the 23rd international conference, 2006.
  14. M. S. Lim and N. G. Kim, "A Study on Dynamic Variation Process of Issue Using Unstructured Text Analysis," Journal of Intelligence and Information System, 2016, 22(1), pp. 1-18.
  15. Zhang, X., &Wang, T. (2010). "Topic tracking with dynamic topic model and topic-based weighting method," Journal of Software, 5(5), 482-489.
  16. J. H. Kim and P. S. Kang, "Analysis of Internet research trends using topic modeling and social network analysis," Journal of Korean Management and Science, 2016
  17. A. Duvvuru, S. Kamarthi, and S. Sultornsanee, "Undercovering research trends: Network analysis of keywords inscholarly articles," presented at the 2012 Ninth International Conference on Computer Science and Software Engineering (JCSSE, 2012, pp. 265-270.
  18. H. Y. Lee and H. H. Kim, "Topic Analysis of data mining research using network analysis," Journal of Korean Society of Computer and Information, 21(5), 2016. pp. 141-148.
  19. S. T. Na, J. Y. Ahn, M. H. Jung and J. H. Kim, "Smart grid research trend analysis using dynamic topic analysis," Journal of Electrical Engineering, 6.4, 2017, pp. 613-620.
  20. S. H. Kim, R. Jang, "A Study on the Application Trend of Social Network Analysis Research Trend and Information Science," Jounal of Korean society for Information, 27(4), 2010, pp. 71-87. https://doi.org/10.3743/KOSIM.2010.27.4.071
  21. E. Noyons, "Bibliometric mapping of science in a policy context," Scientometrics, 2001.
  22. A. L. Barabasi, H. Jeong, Z. Neda, and E. Ravasz, "Evolution of the social network of scientific collaborations," Physica A: Statistical mechanics and its applications 311(3), 2002. pp. 590-614. https://doi.org/10.1016/S0378-4371(02)00736-7
  23. R. Dunn and F. Dudbridge, "The use of edgebetweenness clustering to investigate biological function in protein inter action networks," BMC bioinformatics, 2005, 6(1), pp. 39. https://doi.org/10.1186/1471-2105-6-39
  24. L. C. Freeman, "Centrality in Social Networks Conceptual Clarification," Social networks, , -, pp. 1-25, Mar.2002.
  25. C. W. Eum, "Policy and National Road map for Smart Grid," TTA Journal, 129, pp. 36-41.
  26. S. M. Yoo, "A Study on Smart Grid Trends and Policy Promotion Plan," Jounal of Korean Society of Information Engineering, 12(7), pp.163-177.
  27. R. E. Brown, "Impact of Smart Grid on distribution system design," presented at the 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century, 2008, pp. 1-4.
  28. M. Erol-Kantarci and H. T. Mouftah, "Wireless Sensor Networks for Cost-Efficient Residential Energy Management in the Smart Grid," IEEE Trans. Smart Grid, vol. 2, no. 2, pp. 314-325,2011. https://doi.org/10.1109/TSG.2011.2114678
  29. H. Farhangi, "The path of the smartgrid," IEEE Power and Energy Mag., 2010.