Browse > Article
http://dx.doi.org/10.5762/KAIS.2019.20.2.321

A Study on Searching Stabled EMI Shielding Effectiveness Measurement Point for Military Communication Shelter Using Support Vector Machine and Process Capability Analysis  

Ku, Ki-Beom (Defense Agency for Technology and Quality)
Kwon, Jae-Wook (Defense Agency for Technology and Quality)
Jin, Hong-Sik (Defense Agency for Technology and Quality)
Publication Information
Journal of the Korea Academia-Industrial cooperation Society / v.20, no.2, 2019 , pp. 321-328 More about this Journal
Abstract
A military shelter for communication and information is necessary to optimize the integrated combat ability of weapon systems in the network centric warfare. Therefore, the military shelter is required for EMI shielding performance. This study examines the stable measurement points for EMI shielding effectiveness of a military shelter for communication and information. The measurement points were found by analyzing the EMI shielding effectiveness measurement data with data mining technique and process capability analysis. First, a support vector machine was used to separate the measurement point that has stable EMI shielding effectiveness according to set condition. Second, this process was conducted with process capability analysis. Finally, the results of data mining technique were compared with those of process capability analysis. As a result, 24 measurement points with stable EMI shielding effectiveness were found.
Keywords
Communication shelter; Electromagnetic Interference(EMI); Data mining; Process Capability Analysis(PCA); Support Vector Machine(SVM); Statistical Quality Control(SQC);
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 Manjung Seo, Seongwon Chi, Youngjin Kim, Woochul Park, Hojae Kang, Changsu Huh, "Electromagnetic Wave Shielding Effectiveness Measurement Method of EMP Protection Facility", The journal of Korean institute of electromagnetic engineering and science, vol.25(5), pp.548-558, 2014.   DOI
2 Yeon-Choon Chung, Jongkyung Lee, Suk-Tai Kwon, "Comparison of SE Evaluation Methods for HEMP Shelters", The journal of Korean institute of electromagnetic engineering and science, vol.25(11), pp.1197-1200, 2014.   DOI
3 MIL-STD-188-125-1, "High-altitude electromagnetic pulse (HEMP) protection for ground-based C41 facilities performing critical, time-urgent missions part 1 fixed facilities", 7, April, 2005.
4 IEEE-STD-299, "IEEE Standard Method for Measuring the Effectiveness of Electromagnetic Shielding Enclosures", 15, September, 2006.
5 Chi Hyuck Jeon, Data Mining Techniques, 482, HanNaRae, 2015.
6 Richard J. Roiger, Michael W. Geatz, DATA MINING A Tutorial-Based Primer, 391, Hongreung Science, 2007.
7 Chi Hyuck Jeon, Min Geun Jeong, Hye Seo Lee, Applied Statistics for Engineering, 338, Hongreung Science, 2012.