Electricity theft detection methods. Initially, considering electricity-consumption features at dual temporal scales, the paper employs temporal convolutional networks (TCN) with a long short-term memory (LSTM) multi-level feature extraction module After investigating how adversaries tamper with meter readings, we systematically survey all existing detection methods up to date, which is classified into machine learning- and measurement mismatch-based methods. Jun 7, 2024 · Electricity theft comes with various disadvantages for power utilities, governments, businesses, and the general public. However, these methods are labor-intensive, time-consuming, and increasingly ineffective in identifying theft as perpetrators adopt more sophisticated tactics. Jan 5, 2024 · To enhance the accuracy of theft detection for electricity consumers, this paper introduces a novel strategy based on the fusion of the dual-time feature and deep learning methods. The development of smart grids plays an important role in electricity theft detection since they generate massive data that includes customer consumption Mar 1, 2025 · Electricity theft poses a significant challenge to power distribution companies, leading to substantial economic losses and threatening the stability and reliability of power systems worldwide. On electricity consumption Adverse effects and political and socioeconomic factors of electricity theft are also provided. This continues despite the various solutions employed to detect and prevent it. This survey can help relevant researchers to shape future research directions, especially in the area of developing new effective electricity theft detection methods. These devices provide remote actions through methods of anomaly recognition, trend in theft prediction, and anomaly detection. Nov 9, 2022 · Detection and control of electricity theft is a challenge that involves a variety of factors such as economic, social, regional, administrative, political, infrastructure, level of education, etc. khgy smcb z15o7 xgtt joahg 1fa2rd5 7cqe ez 4kun zee