TY - GEN
T1 - Securing advanced metering infrastructure using intrusion detection system with data stream mining
AU - Faisal, Mustafa Amir
AU - Aung, Zeyar
AU - Williams, John R.
AU - Sanchez, Abel
PY - 2012
Y1 - 2012
N2 - Advanced metering infrastructure (AMI) is an imperative component of the smart grid, as it is responsible for collecting, measuring, analyzing energy usage data, and transmitting these data to the data concentrator and then to a central system in the utility side. Therefore, the security of AMI is one of the most demanding issues in the smart grid implementation. In this paper, we propose an intrusion detection system (IDS) architecture for AMI which will act as a complimentary with other security measures. This IDS architecture consists of three local IDSs placed in smart meters, data concentrators, and central system (AMI headend). For detecting anomaly, we use data stream mining approach on the public KDD CUP 1999 data set for analysis the requirement of the three components in AMI. From our result and analysis, it shows stream data mining technique shows promising potential for solving security issues in AMI.
AB - Advanced metering infrastructure (AMI) is an imperative component of the smart grid, as it is responsible for collecting, measuring, analyzing energy usage data, and transmitting these data to the data concentrator and then to a central system in the utility side. Therefore, the security of AMI is one of the most demanding issues in the smart grid implementation. In this paper, we propose an intrusion detection system (IDS) architecture for AMI which will act as a complimentary with other security measures. This IDS architecture consists of three local IDSs placed in smart meters, data concentrators, and central system (AMI headend). For detecting anomaly, we use data stream mining approach on the public KDD CUP 1999 data set for analysis the requirement of the three components in AMI. From our result and analysis, it shows stream data mining technique shows promising potential for solving security issues in AMI.
KW - Advanced metering infrastructure (AMI)
KW - Data stream mining
KW - Intrusion detection system (IDS)
KW - Smart grid
UR - http://www.scopus.com/inward/record.url?scp=84862181485&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-30428-6_8
DO - 10.1007/978-3-642-30428-6_8
M3 - Conference contribution
AN - SCOPUS:84862181485
SN - 9783642304279
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 96
EP - 111
BT - Intelligence and Security Informatics - Pacific Asia Workshop, PAISI 2012, Proceedings
T2 - Pacific Asia Workshop on Intelligence and Security Informatics, PAISI 2012
Y2 - 29 May 2012 through 29 May 2012
ER -