Securing advanced metering infrastructure using intrusion detection system with data stream mining

Mustafa Amir Faisal, Zeyar Aung, John R. Williams, Abel Sanchez

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

51 Scopus citations

Abstract

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.

Original languageBritish English
Title of host publicationIntelligence and Security Informatics - Pacific Asia Workshop, PAISI 2012, Proceedings
Pages96-111
Number of pages16
DOIs
StatePublished - 2012
EventPacific Asia Workshop on Intelligence and Security Informatics, PAISI 2012 - Kuala Lumpur, Malaysia
Duration: 29 May 201229 May 2012

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume7299 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

ConferencePacific Asia Workshop on Intelligence and Security Informatics, PAISI 2012
Country/TerritoryMalaysia
CityKuala Lumpur
Period29/05/1229/05/12

Keywords

  • Advanced metering infrastructure (AMI)
  • Data stream mining
  • Intrusion detection system (IDS)
  • Smart grid

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