摘要
针对电子围栏系统安全、经济和检测精度需求,提出一种智能电子围栏监控方案。设计电子围栏系统功能结构、系统架构,并在此基础上设计软硬件组成方案;提出电子围栏回波信号的预处理、特征提取和侵入行为检测模型;以某公司提供的电子围栏数据为基础,验证所提方案有效性。结果表明:该特征提取模型能够有效提取信号特征,提升分类性能,回波检测模型分类准确率为89.3%;该方案为电子围栏系统安全管理及稳定运行提供了一定借鉴。
In order to meet the requirements of safety,economy and detection accuracy of electronic fence system,an intelligent electronic fence monitoring scheme is proposed.The functional structure and system architecture of the electronic fence system are designed,and on this basis,the software and hardware composition scheme is designed;the models of echo signal preprocessing,feature extraction and intrusion detection are proposed;the effectiveness of the proposed scheme is verified based on the electronic fence data provided by a company.The results show that the feature extraction model can effectively extract the signal features and improve the classification performance,and the classification accuracy of the echo detection model is 89.3%.This scheme provides a reference for the safe management and stable operation of the electronic fence system.
作者
朱志猛
Zhu Zhimeng(Zhongguancun Hardware Space Group Co.,Ltd.,Beijing 100089,China)
出处
《兵工自动化》
北大核心
2024年第3期67-71,共5页
Ordnance Industry Automation
关键词
电子围栏
物联网
回波信号
预处理
特征提取
electronic fence
internet of things(IOT)
echo signal
preprocessing
feature extraction