基于人工智能的电力通信信息数据自动化监控系统  

Automatic Monitoring System of Power Communication Information Data Based on Artificial Intelligence

作　　者：文涛 李夏 周海鹏 李文远 余婷婷 王世松 WEN Tao;LI Xia;ZHOU Haipeng;LI Wenyuan;YU Tingting;WANG Shisong(Xuancheng Power Supply Company of State Grid Anhui Electric Power Co.,Ltd.,Xuancheng 242000,China)

机构地区：[1]国网安徽省电力有限公司宣城供电公司,安徽宣城242000

出　　处：《微型电脑应用》2024年第11期247-250,254,共5页Microcomputer Applications

摘　　要：为了合理监控电力通信信息数据,为电力企业精准决策与正常运行提供重要保障,设计基于人工智能的电力通信信息数据自动化监控系统。数据采集单元负责采集电力通信信息数据。经过数据标度转换,数据量纲统一,完成数据降噪,并通过神经网络完成数据压缩,压缩后的电力通信信息数据通过通信层传输至监控中心。监控中心接收到电力通信信息数据后,由数据挖掘与控制模块通过构建多层卷积神经网络电力通信信息数据异常监测模型,识别电力通信信息数据中的异常数据,完成相应的电力通信信息数据自动化监控。实验结果表明,该系统在电力通信信息数据自动化监控工作中数据监控能力较强,将该系统应用于实际工作,可收获较理想的数据自动化监控效果。The automatic monitoring system of power communication information based on artificial intelligence is designed to rationally monitor power communication information data,providing important guarantee for accurate decision-making and normal operation of power enterprises.The data acquisition unit is responsible for collecting power communication information data.After the data scale conversion,the data dimension is unified,the data noise reduction is completed,and the data are compressed through the neural network.The compressed power communication information data are transmitted to the monitoring center through the communication layer.After the monitoring center receives the power communication information data,the data mining and control module constructs the multi-layer convolutional neural network power communication information data anomaly monitoring model,identifies the abnormal data in the power communication information data,and completes the corresponding automatic monitoring of power communication information data.The experimental results show that the system has strong data monitoring ability in automatic monitoring work of the power communication information data,and the system can be applied to the actual work to obtain the ideal data automatic monitoring effect.

关 键 词：人工智能 电力通信信息 数据监控 自动化 多层卷积 数据清洗 

分 类 号：TP277[自动化与计算机技术—检测技术与自动化装置]