数码设计Issue(21):80-83,4.
基于卡尔曼滤波的低功耗通信设备运行异常检测研究
Research on Low-power Communication Equipment Operation Anomaly Detection Based on Kalman Filtering
摘要
Abstract
The use of Kalman filtering can detect and analyze the abnormal state of low-power communication equipment system operation,but there are certain problems in practical application,such as the noise factor is difficult to synchronously follow the changes in the filter system operation and dynamic changes,which leads to the inability to reflect the realism and variability of the operating environment of the communication equipment,and will reduce the accuracy of the results of the detection of the abnormal operation of the communication equipment to a certain degree.This will reduce the accuracy of the results of abnormal detection of communication equipment operation to some extent.In this paper,we propose a Kalman filter system based on improved adjustment,and carry out detection simulation and analysis on the abnormal state of single-node system operation as well as the abnormal state of multi-node system operation.Through the detection analysis,it can be found that the improved Kalman filter system is able to reduce the complexity of the operation abnormality detection,and realize the comprehensive detection during the operation period of the telecommunication equipment,and it has a significant advantageous role.关键词
卡尔曼滤波/低功耗/通信设备/运行/异常检测Key words
Kalman filter/low power consumption/communication equipment/operation/anomaly detection分类
信息技术与安全科学引用本文复制引用
宋锁娜,甘一秀,李立挺..基于卡尔曼滤波的低功耗通信设备运行异常检测研究[J].数码设计,2023,(21):80-83,4.基金项目
广西电网公司科技项目资助(项目编号:041000KK52220004). (项目编号:041000KK52220004)