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사용자 비정상 생활상태 추정을 위한 유틸리티 검침 데이터 분석

Analysis of Utility Metering Data for Estimation of User Abnormal Life Status

  • 투고 : 2011.03.15
  • 심사 : 2011.05.28
  • 발행 : 2011.08.31

초록

본 논문에서는 서울 목동에 운영 중인 PLC기반 통합원격검침시스템의 기능 요소별 역할을 분석하고 취약한 부분에 대해서는 개선 항목을 제시하였으며 수집된 에너지 사용량인 검침 데이터를 분석하여 사용자의 비정상적인 생활을 추정할 수 있는 방법을 연구하였다. 검침 데이터의 고주파 성분을 제거한 후 원본 그래프와 비교하여 변환 전의 데이터 그래프특성을 보유하고 있는지 확인하였다. 시험 결과 전체 주파수 대역이 포함된 원본 데이터 그래프에 비해서 저주파 대역만 선택하여 역변환 처리과정을 거친 그래프가 원본 데이터의 그래프 특성을 유지하면서 단순하고 매끄러운 곡선 형태를 가지고 있었다. 이 특성을 다르게 해석하면 변환 전 검침 데이터 특성 그래프는 시간영역의 순시유틸리티 사용량의 평균치 데이터로 비정상적인 소비상태를 결정하기에 부적합한 형태였지만, 주파수처리를 거친 신호는 유틸리티의 소비상태를 단순하면서 직관적인 판단이 가능한 형태를 가지고 있음을 확인할 수 있었다.

In this paper, we analyzed the function elements of the Integrated meter reading system based on PLC which is working in Mok-dong, Seoul and studied how to improve the vulnerability. Also we propose an efficient method for the estimation of abnormal life status through frequency domain processing of utility meter readings. We found out that even after removing the high-frequency components from the raw meter data, the shape of the graph still maintains the original graph characteristics. The graph of the inverse transformed data has simpler and smoother curve than the original graph pattern. The original graph is not good to be used in deciding whether the residence's life pattern is normal or not. We could find out that the graph which is processed frequency signal has simple and intuitive graph pattern.

키워드

참고문헌

  1. Duhee Park, Hyunwoo Lee, and Changgyun Jeong, "Fourier Spectrum Based Algorithm for Selecting Optimum Frequencies of Viscous Damping Formulation," International Journal of Geo-engineering, Vol. 2, No. 1, pp. 41-48, 2010
  2. Sukweon Kim, Soohwa Cho, Hoeil Chung, and Jang R. Liu, "Genetic Discrimination of Catharanthus roseus Cultivars by Multivariate Analysis of Fourier Transform Infrared Spectroscopy Data," Journal of Plant Biotechnology, Vol.34, No. 3, pp. 201-205, 2007. https://doi.org/10.5010/JPB.2007.34.3.201
  3. Youngseok Park, Sukweon Kim, Sooyoung Lee, Jiyou ng Park, Sungran Min, Sangkyu Park, Taeil Kim, and Jang R. Liu. "Metabolic Classification of Strawberry Cultivars by Multivariate Analysis of Fourier Transform Infrared Spectroscopy Data from Leaves and Fruits," The Korean Society of Crop Science Conference Vol. 39, No. s1, pp. 141, 2007.
  4. Jongcheol Seo, Sanghwan Kim, Jungsung Kim, and Donchool Lee, "A Study on Vibration Characteristics for Misfiring Condition of Large Marine Diesel Engines Using Accelerometer Signal," TheKorean Society forNoise and VibrationEngineering Summer Conference, Vol. 2010, pp. 578-579. 2010.
  5. A. Mostayed, M. Mynuddin, G. Mazumder, Sikyung Kimand Se Jin Park, "Abnormal Gait Detection Using Discrete Fourier Transform," International Conference on Multimedia and Ubiquitous Engineering, pp. 36-40, 2008.
  6. Korea Press Release Network , http://www.newswire.co.kr/newsRead.php?no=408798
  7. Moonsuk Choi, Seongho Ju, and Yonghun Lim, "Design of Integrated Meter Reading System Based on Power-Line Communication," IEEE International Symposium on Power Line Communications and Its Applications, pp. 280-284, 2008.
  8. Moonsuk Choi, Seongho Ju, Yonghun Lim, and Jon gmock Baek, "Design and Performance Analysis of Automatic Wireless Routing Mechanism for the Effective Formation of IMR (Integrated Meter Reading) Network," Communications in Computer and Information Science, Vol. 56, pp. 493-500, 2009. https://doi.org/10.1007/978-3-642-10844-0_57
  9. G-Type Static meter for Low Voltage Comm spec Ver.2.0. pp. 70-122. Oct. 2010. http://srm.kepco.net/index.html RS-6625-0037
  10. DLMS: Device Language Message Specification. http://www.dlms.com
  11. KS X 4600-1. 2007. Information technology - Tele communication and information exchange between systems-Power Line Communication-High Speed PLC MAC and PHY-Part1 ; General requirement http://www.ks.or.kr/default.asp
  12. Bob Lockhart,CISSP. ClintWheelock. PikeResearch Research Report Smart Meter Security. 3Q. pp. 9-10. 2010
  13. Jongmock Baek, Byunggi Kim. Activity Status Deci sion Based on Frequency Analysis of Integrated Metering Data. The Korea Society of Computer and Information Winter Conference 2011. Vol.19. No.1. pp73-74.