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Bad data detection method for smart grids based on distributed state estimation

  • Xi'an Jiaotong University

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

73 Scopus citations

Abstract

Bad Data Injection (BDI) in Smart Grid is considered to be the most dangerous cyber attack, as it might lead to energy theft on the end users, false dispatch on the distribution process, and device breakdown on the power generation. State Estimation and Bad Data Detection, which are applied to reduce the observation errors and detect false data in the traditional power grid, could not detect the bad data in smart grid. In this paper, three BDI attack cases in IEEE 14-bus system are designed to bypass the traditional bad data detection. The potential risks on economy and security are analyzed exploiting the MATPOWER. A new method based on Distributed State Estimation (DSE) is proposed to detect BDI, named as DSE-based bad data detection. The power system is divided into several subsystems, and a Chi-squares test is applied to detect the bad data respectively in each subsystem. Simulation results demonstrate that the DSE-based bad data detection can detect all bad data in three attack cases. Moreover, it can locate the bad data in specific subsystem which is helpful for the further identification.

Original languageEnglish
Title of host publication2013 IEEE International Conference on Communications, ICC 2013
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages4483-4487
Number of pages5
ISBN (Print)9781467331227
DOIs
StatePublished - 2013
Event2013 IEEE International Conference on Communications, ICC 2013 - Budapest, Hungary
Duration: 9 Jun 201313 Jun 2013

Publication series

NameIEEE International Conference on Communications
ISSN (Print)1550-3607

Conference

Conference2013 IEEE International Conference on Communications, ICC 2013
Country/TerritoryHungary
CityBudapest
Period9/06/1313/06/13

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Smart Grid
  • bad data detection
  • bad data injection
  • distributed state estimation
  • security

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