Anomaly detection algorithms for smart metering using swarm intelligence

Pradeep Subhash Paikrao, Ranjan Bose

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

2 Scopus citations

Abstract

Advancement in the information and communication technology has introduced Advanced Metering Infrastructure (AMI) in the electricity metering system, which has replaced old mechanical meters with smart electric meters. This modernization also introduced a lot of scope for the different anomalies and attacks on smart meters. Hence to tackle these challenges, we have proposed three anomaly detection algorithms (VBA, HBA, KBA) which are truly based on the principles of Swarm Intelligence (SI). The swarm intelligence is the emerging subbranch of artificial intelligence which studies the collective intelligence of groups of simple agents. The theory is corroborated by its performance in terms of probability of detection and probability of false alarm. The proposed algorithms entrust the probability of detection and probability of false alarm close to 1.00 and 0.17 respectively.

Original languageEnglish
Title of host publicationFICN 2018 - Proceedings of the 1st International Workshop on Future Industrial Communication Networks, Co-located with MobiCom 2018
PublisherAssociation for Computing Machinery
Pages3-8
Number of pages6
ISBN (Electronic)9781450359290
DOIs
StatePublished - Oct 1 2018
Externally publishedYes
Event1st ACM International Workshop on Future Industrial Communication Networks, FICN 2018, part of the ACM MobiCom 2018 Conference - New Delhi, India
Duration: Nov 2 2018 → …

Publication series

NameProceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM

Conference

Conference1st ACM International Workshop on Future Industrial Communication Networks, FICN 2018, part of the ACM MobiCom 2018 Conference
Country/TerritoryIndia
CityNew Delhi
Period11/2/18 → …

Keywords

  • Advanced Metering Infrastructure (AMI)
  • Anomaly detection
  • Smart meter
  • Swarm Intelligence (SI)

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