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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
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Published Paper Details:
Paper Title
AN APPROACH FOR DETECTION AND PREVENTION OF ELECTRICITY PILFERAGE USING MACHINE LEARNING
Authors
Satish S. Banait, Darshana S. Sarode, Kapil M. Shelke, Himesh S. Rathod, Akash V. Galande
Keywords
non technical loss, electricity theft, pipeline, imbalanced dataset, machine learning.
Abstract
Electricity theft is the primary cause of electricity power loss that significantly affects the revenue loss and the quality
of electricity power. Nevertheless, the existing methods for the detection of this criminal behaviour of theft are diversified and
dimensionality of time-series data makes it challenging to extract meaningful information. This paper addresses these problems
by developing a novel electricity theft detection model, integrating three algorithms. The proposed method first applies the
synthetic minority oversampling technique for balancing the dataset, secondly we apply pre-processing on smart meter data then
do feature selection. Extensive experiments are performed by using real electricity consumption data, and results show that the
proposed method outperforms other methods in terms of theft detection.
IJCRT's Publication Details
Unique Identification Number - IJCRT2303243
Paper ID - 232373
Page Number(s) - c236-c239
Pubished in - Volume 11 | Issue 3 | March 2023
DOI (Digital Object Identifier) -
Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Satish S. Banait, Darshana S. Sarode, Kapil M. Shelke, Himesh S. Rathod, Akash V. Galande, "AN APPROACH FOR DETECTION AND PREVENTION OF ELECTRICITY PILFERAGE USING MACHINE LEARNING", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 3, pp.c236-c239, March 2023, Available at :http://www.ijcrt.org/papers/IJCRT2303243.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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