그래프 데이터베이스 기반 AMI 네트워크 장애 분석
AMI Network Failure Analysis based on Graph Database
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초록
최근 전국 각 지역 AMI(Advanced Metering Infrastructure) 원격검침 시스템의 보급사업이 활성화되고 있으며, 전력수요 관리를 위한 양방향 통신 및 보안 요금제 기능 등 다양한 계량 기능을 제공하고 있다. 현재 AMI 시스템은 새로운 내부 IoT 장비 및 네트워크 규모의 증가로 인해 기존 RDB(Relational Database) 기반 장애 분석이 어렵다. 본 연구는 기존 RDB 데이터를 활용하는 새로운 GDB(Graph Database)기반 장애 분석 방법을 제안한다. 내부 임계치와 상태 값 등 누적된 데이터를 통해 새로운 장애 패턴의 상관관계를 분석한다. GDB 기반 시뮬레이션 결과 RDB에서 분석이 어려웠던 새로운 장애 패턴을 예측할 수 있음을 확인하였다.
Abstract
Recently, the spreading business of AMI (Advanced Metering Infrastructure) remote metering systems in various regions of the country has been activated, and it provides various metering functions such as two-way communication and security plan functions for power demand management. Current AMI system is difficult to analyze based on the existing RDB(Relational Database) due to the increase in the size of new internal IoT devices and networks. This study proposes a new GDB(Graph Database) based failure analysis method that utilizes existing RDB data. It analyzes the correlation of new failure patterns through accumulated data such as internal thresholds and status values. As a result of GDB-based simulation, it was confirmed that RDB can predict to a new obstacle pattern that was difficult to analyze.
참고문헌 (15)
- H. Y. Kim, "Technical Trends of AMI and HEMS for Smart Grid Implementation", Electronics and Telecommunications Trends, 28(2), pp.11~19 (2013)[DOI]
- "The core infrastructure for the smart grid AMI implementation"[URL]
- B. Y. Park, "AMI 2.0 and Next Generation Powerline Communication IoT-PLC" (2019), Institute of Information & communications Technology Planning & Evaluation
- Y. K. Lee, "Smart meter security through AMI threat analysis", The Journal of Korean Institute of Communications and Information Sciences, 34(10), pp.24~30 (2017)
- S. M. Jeong, "A Study on the Development of the Remote Metering System for Distribution Power by applying KCMVP Security Function", The Korean Institute of Electrical Engineers Conference, pp.283~284 (2018)
- Y. I. Kim, "Development of AMI NMS(network management system)using SNMP for network monitoring of meter reading devices", KEPCO Journal on Electric Power and Energy, 2(2), pp.259~268 (2016)[DOI]
- Study of Real-time Monitoring and Fault Analysis Technology of AMI Communication Network, Technical Report, "KEPCO KEPRI", ~ (2017)
- "Advanced Metering Infrastructure"[URL]
- M. S. Choi, "Design of Advanced Metering Infrastructure System for Internet of Thing", Proceedings of KIIT Conference, pp.107~111 (2016)
- H. O. Lee, "Research on IoT Standards in Power and Energy", The Journal of Korean Institute of Communications and Information Sciences, 33(12), pp.12~21 (2016)
- J. H. Jung, "A Metering Method for AMI Communication Shadow Areas", The Korean Institute of Electrical Engineers Confrence, pp.15~16 (2018)
- Vassilev, "Cryptographic Module Validation Program (CMVP) (No. ITL Bulletin November 2014)" (2014), National Institute of Standards and Technology
- "AMI Gateway"[URL]
- Y. M. Jeong, "Comparison of PLC Specifications Focusing on IoT PLC", The Institute of Electronics and Information Engineers Conference, pp.528~530 (2019)
- 정준홍, "AMI 시스템의 효과적인 계량정보 수집방법", 한국통신학회논문지, 43(8), pp.1311~1320 (2018), 한국통신학회[DOI]
