首页|基于CUSUM算法的变电站通信干扰检测研究

基于CUSUM算法的变电站通信干扰检测研究

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针对变电站通信过程中干扰检测效率不高的问题,提出一种改进的CUSUM算法检测方案.该方法基于统计学中的序贯概率比,利用非参数CUSUM算法来累积偏差,放大干扰引起的特征变化并对其进行判别.为了适应干扰攻击和信道状况的不确定性,加入滑动窗口与自适应阈值算法实现对干扰的实时检测.运用改进的CUSUM算法在时域对接收信号进行检测,分析累积图的变化过程,与N-sigma、Z-score 2种检测方式比较,仿真结果表明,所提方法的检测效果明显优于二者,其虚警率和漏警率分别为4.0%和5.3%,能灵敏地检测出干扰出现的时刻,有效提升了系统干扰检测效率.
Research on Communication Interference Detection in Substations Based on CUSUM Algorithm
Aimed at the low efficiency of interference detection in substation communication,a detection scheme by improved CUSUM algorithm is proposed.Based on the sequential probability ratio in statistics,this method uses the nonparametric CU-SUM algorithm to cumulate the deviation,amplify the feature changes caused by interference and distinguish them.In order to adapt to interference attacks and the uncertainty of channel conditions,sliding window and adaptive threshold algorithm are added to realize real-time interference detection.The improved CUSUM algorithm is used to detect the received signal in the time domain,analyze the change process of the cumulative graph,and compared with N-sigma and Z-score detection methods.The simulation results show that the detection effect of the proposed method is obviously better than the two,and its false a-larm rate and missed detection rate are 4.0%and 5.3%respectively,which can sensitively detect the time when interference occurs,and effectively improve the system interference detection efficiency.

substationCUSUM algorithmcommunication processinterference detection

宋远、刘欣、成思晋、郭玉福、刘春生、郑存龙

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国网吉林省电力有限公司,吉林,长春 130021

国网吉林省电力有限公司建设分公司,吉林,长春 130021

变电站 CUSUM算法 通信过程 干扰检测

国网吉林省电力有限公司智慧变电站建设关键技术科技基金项目

522371210003

2024

微型电脑应用
上海市微型电脑应用学会

微型电脑应用

CSTPCD
影响因子:0.359
ISSN:1007-757X
年,卷(期):2024.40(9)