现代电子技术2024，Vol.47Issue(12)：177-181,5.DOI:10.16652/j.issn.1004-373x.2024.12.029
基于防盗算法的多功能智能电力计量系统
Multifunctional smart power metering system based on anti-theft algorithm
摘要
Abstract
In order to address limitations of conventional digital meters,a multi-functional smart electricity metering system is proposed.By integrating Internet of Things,the system can realize the real-time monitoring of smart meter,wave harmonics elimination,anti-theft detection,and load forecasting.Fourier analysis is used to decompose harmonics,and inductors are used to reduce distortion by 30%to meet IEEE 519 standards.In the anti-theft algorithm,the total and individual meter consumptions are compared to identify anomalies.A long short-term memory neural network can be used to provide next-day load forecasts with a mean absolute percentage error of 7.56%.The experimental results show that the system can meet the market demand well in enhancing power supply quality,safety,real-time monitoring,and reasonable short-term forecasting.关键词
防盗算法/智能电表/电能计量系统/谐波消除/负荷预测/LSTM神经网络Key words
anti-theft algorithm/smart electricity meter/electricity metering system/harmonic elimination/load forecasting/LSTM neural network分类
信息技术与安全科学引用本文复制引用
何道远,潘韦,王志刚,李明冉..基于防盗算法的多功能智能电力计量系统[J].现代电子技术,2024,47(12):177-181,5.基金项目
江苏省科技厅2016年产学研前瞻性基金项目(BY2016076) （BY2016076）
