Synthetic Theft Attacks and Long Short Term Memory-Based Preprocessing for Electricity Theft Detection Using Gated Recurrent Unit

Synthetic Theft Attacks and Long Short Term Memory-Based Preprocessing for Electricity Theft Detection Using Gated Recurrent Unit

Electricity theft is one of the challenging problems in smart grids. The power utilities around the globe face huge economic loss due to ET. The traditional electricity theft detection (ETD) models confront several challenges, such as highly imbalance distribution of electricity consumption data, cu...

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Bibliographic Details
Main Authors: Pamir, Nadeem Javaid, Saher Javaid, Muhammad Asif, Muhammad Umar Javed, Adamu Sani Yahaya, Sheraz Aslam
Format: Article
Language:English
Published: MDPI AG 2022-04-01
Series:Energies
Subjects:
theft attacks
long short term memory
gated recurrent unit
deep learning techniques
machine learning techniques
electricity theft detection
Online Access:https://www.mdpi.com/1996-1073/15/8/2778

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