Browse > Article
http://dx.doi.org/10.9708/jksci.2019.24.06.165

SNA-based Trend Analysis of Naval Ship Maintenance  

Yoo, Jung-Min (Dept. of Computer Science, Korea National Defense University)
Yoon, Soung-woong (Dept. of Computer Science, Korea National Defense University)
Lee, Sang-Hoon (Dept. of Computer Science, Korea National Defense University)
Abstract
Naval ship maintenance generally produces various issues for effective maintenance methods and procedures, because they have been composed by numerous modules and systems, and manual-oriented maintenance needed well-trained technicians who always busy to do many other works. In this paper, we adapt SNA scheme to the service procedure and trends of ROK naval ships' equipments. Various SNA algorithms are deployed which show lots of operating options, and we show analysis results that have enough potential improvement points for the maintainers.
Keywords
SNA; AHP; Centrality; Cohesion; Cosine Similarity; K-Means Clustering;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Go, Jae-woo, "A Study on the Optimal Appointment Scheduling for the Ship Maintenance with Queueing System with Scheduled Arrivals," Journal of The Korean Operations Research and Management Science Society, Vol. 38, pp. 13-22, 2013.   DOI
2 Ok, Kyung-chan, "A Study on an Efficient Size Docks for Warship Maintenance using Queueing Problem," Journal of the Korean Institute of Industrial Engineers, Vol. 40, pp. 428-434, 2014.   DOI
3 Kim, Kyung-rock, "Simulation Analysis to optimize the management of Military Maintenance Facility," Journal of the korean Academia-Industrial cooperation Society, Vol. 15, pp. 2724-2731, 2014.   DOI
4 ROK NAVY, "Ship's Maintenance System," pp. 9-10, 2018
5 Jung, Chi-young, "A Study on the Measurement Model for NCW's Synergistic Effectiveness using SNA," Korea National Defense University, 2012
6 Wasserman, S. and Faust, K., "Social Network Analysis : Methods and Applications," Cambridge University-Press, 1994.
7 Kim, Sang-kook, "Social Network Analysis(SNA) and Industrial Engineering," IE-magazine, Vol. 18, No. 1, pp. 24-32. 2011.
8 Lee, Soo-Sang, "Network Analysis Mothods," Nonhyung, 2012
9 kinoshita, "Strategic Decision Making Techniques," Chung-ram, 2012
10 kim, Yoon-ju, "A Comparison of Weight Elicitation Techniques: Focusing on AHP, JA, and SW," National Knowledge Information System, Vol. 21, No. 1, pp. 5-33, 2007.
11 Lee, Young-ju, "Principles of AHP analysis," research report, EWHA womans university, May 2001.
12 Data mining, https://terms.naver.com/entry.nhn?docId=1179774&cid=40942&categoryId=32841
13 Yoon, Hyun-min, "A Study on forecasting spare parts demand using data mining," Korea National Defense University, 2017
14 Son, Chang-ho, "Study for Analyzing Defense Industry Technology using Datamining technique - Patent Analysis Approach -," Jounal of the korea Academia-Industrial cooperation Society, Vol. 19, No. 10, pp. 101-107, October, 2018
15 Kim, Hyung-tae, "Data Mining based army repair parts demand forecast," Jounal of the Korean Data & Information Science Society, Vol. 30, No. 2, pp. 429-444, March, 2019   DOI
16 Jung, Won-hee, "Machine Learning-based System for Predicting the Demand for Spare parts and Maintenance of Air Force Equipment," Journal of Korean Institute of Information Scientists and Engineers, Vol. 36, No. 8, pp. 21-26, August, 2018.
17 Yoo, Jung-min, et.al, "Deducting Core Parts of ROK Naval Ship's Engine based on SNA," Proceedings of KSCI Conference, Vol. 27, No. 1, pp. 419-422, January, 2019.
18 B.Ruhnau, "Eigenvector-centrality - a node-centrality?," Social-Networks, Vol. 22, pp. 357-365, 2000   DOI
19 Borgatti, S. P., & Everett, M. G. "Network analysis of 2-mode data," Social Networks, Vol. 19, No. 3, pp. 243-269, 1997   DOI
20 Bonacich P. "Factoring and Weighting Approaches to status scores and clique identification," Journal of Mathematical Sociology, Vol. 2, pp. 113-120, 1972.   DOI
21 G. Salton, "Automatic Text Processing: The Transformation, Analysis, and Retrieval of Information by Computer," Addison-Wesley, Reading, MA, 1989.
22 Leicht, E. A., Holme, P., & Newman, M. E. J. "Vertex similarity in networks." Physical Review E, Vol. 73, No. 2, Feb, 2006
23 M. Girvan & Newman, "Community structure in social and biological networks," PNAS, Vol. 99, No. 12, pp. 7821-7826, June, 2002   DOI
24 Clauset, A. et al, "Finding community structure in very large network," Physical Review, Vol. 70, No. 6, 06111, 2004
25 Hartigan, J. A. et al, "Algorithm AS 136: A K-Means Clustering Algorithm," Journal of the Royal Statistical Society, Series C 28, pp. 100-108, 1979I. Introduction