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Interpolation search-based malicious user detection in smart grids.

Authors :
Yogarajan, G.
Vinosh, J. Allwin
Prakash, S. Kishore Arun
Kumar, S. Mari Muthu
Source :
Electrical Engineering. Aug2021, Vol. 103 Issue 4, p1899-1909. 11p.
Publication Year :
2021

Abstract

Nowadays energy theft in smart grids has led to severe economic loss to utility companies and countries across the world. Malicious users who illegally steal electricity from the distribution centre without getting noticed lead to unplanned power loss and blackouts in many developing countries. In order to prevent and find the malicious users who steal electricity, a system must be introduced in such a way that the malicious users will be identified easily in a large neighbourhood area network. In this work, to detect energy theft, a decision-making system using the Hadoop multi-cluster model with interpolation search algorithm has been proposed to calculate the actual energy consumed by every user and classify the user as the honest user or malicious user. The proposed interpolation-based approach is lightweight in its operation, which reduces the time complexity for predicting the malicious users in the NAN. The simulation results indicate that the proposed algorithm performs better than the existing approaches in terms of number of inspection steps, execution speed, detection accuracy and false-negative rate. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09487921
Volume :
103
Issue :
4
Database :
Academic Search Index
Journal :
Electrical Engineering
Publication Type :
Academic Journal
Accession number :
151760386
Full Text :
https://doi.org/10.1007/s00202-020-01196-z