Load forecasting techniques and their applications in smart grids
The growing success of smart grids (SGs) is driving increased interest in load forecasting
(LF) as accurate predictions of energy demand are crucial for ensuring the reliability …
(LF) as accurate predictions of energy demand are crucial for ensuring the reliability …
Data privacy preservation and security in smart metering systems
Smart meters (SMs) can play a key role in monitoring vital aspects of different applications
such as smart grids (SG), alternative currents (AC) optimal power flows, adversarial training …
such as smart grids (SG), alternative currents (AC) optimal power flows, adversarial training …
FedDetect: A novel privacy-preserving federated learning framework for energy theft detection in smart grid
In smart grids, a major challenge is how to effectively utilize consumers' energy consumption
data while preserving security and privacy. In this article, we tackle this challenging issue …
data while preserving security and privacy. In this article, we tackle this challenging issue …
Review of the data-driven methods for electricity fraud detection in smart metering systems
In smart grids, homes are equipped with smart meters (SMs) to monitor electricity
consumption and report fine-grained readings to electric utility companies for billing and …
consumption and report fine-grained readings to electric utility companies for billing and …
Performance analysis of electricity theft detection for the smart grid: An overview
Z Yan, H Wen - IEEE Transactions on Instrumentation and …, 2021 - ieeexplore.ieee.org
Electricity theft has been a growing concern for the smart grid. It can be defined as follows:
illegal customers use energy from electric utilities without a contract or manipulate their …
illegal customers use energy from electric utilities without a contract or manipulate their …
Reliable industry 4.0 based on machine learning and IOT for analyzing, monitoring, and securing smart meters
The modern control infrastructure that manages and monitors the communication between
the smart machines represents the most effective way to increase the efficiency of the …
the smart machines represents the most effective way to increase the efficiency of the …
A survey on key management and authentication approaches in smart metering systems
The implementation of the smart grid (SG) and cyber-physical systems (CPS) greatly
enhances the safety, reliability, and efficiency of energy production and distribution. Smart …
enhances the safety, reliability, and efficiency of energy production and distribution. Smart …
Electricity-theft detection for change-and-transmit advanced metering infrastructure
The periodic transmission of the customers' power consumption readings in the advanced
metering infrastructure (AMI) is essential for energy management and billing. To collect the …
metering infrastructure (AMI) is essential for energy management and billing. To collect the …
A novel evasion attack against global electricity theft detectors and a countermeasure
The smart grid advanced metering infrastructure (AMI) is vulnerable to electricity theft cyber-
attacks in which malicious smart meters report low readings to reduce the consumers' bills …
attacks in which malicious smart meters report low readings to reduce the consumers' bills …
Electricity theft detection using Euclidean and graph convolutional neural networks
The widespread penetration of advanced metering infrastructure brings an opportunity to
detect electricity theft by analyzing the electricity consumption data collected from smart …
detect electricity theft by analyzing the electricity consumption data collected from smart …