现代信息科技2025,Vol.9Issue(12):7-11,16,6.DOI:10.19850/j.cnki.2096-4706.2025.12.002
基于ZigBee和4G通信的旋转机械故障监测系统设计
Design of Rotating Machinery Fault Monitoring System Based on ZigBee and 4G Communication
摘要
Abstract
As the core equipment of industrial production,the running state of rotating machinery is directly related to the efficiency of the production system and the safety of the equipment.Aiming at the pain points of traditional wired monitoring systems,such as complex wiring,many blind areas,and poor mobility,this research innovatively integrates ZigBee low-power ad-hoc network and 4G wide-area transmission technology,and develops a hierarchical wireless intelligent monitoring system.The system constructs a three-tier architecture.The perception layer integrates multi-source sensors to realize the collection of key parameters such as vibration and temperature.The transmission layer uses a ZigBee mesh network to complete workshop data aggregation,and realizes cross-regional remote transmission through a 4G module.The application layer deploys a cloud data analysis platform,integrates the minimum-maximum normalization method and the Convolutional Neural Networks model,and realizes fault feature extraction and intelligent diagnosis.Compared with traditional methods,the detection efficiency of the system is significantly improved,providing reliable technical support for the predictive maintenance of industrial equipment.关键词
ZigBee/4G通信/故障诊断/多传感器Key words
ZigBee/4G communication/fault diagnosis/multi-sensor分类
信息技术与安全科学引用本文复制引用
周德义..基于ZigBee和4G通信的旋转机械故障监测系统设计[J].现代信息科技,2025,9(12):7-11,16,6.基金项目
青年教师项目(2025C18) (2025C18)