摘要
文章提出了一种使用C++编程语言开发电磁继电器故障检测系统的方案,该系统包括数据采集、数据挖掘和设备管理模块。采用了三层架构的设计,旨在提高系统的开发效率和可维护性。为了提升故障识别率,引入了K-means算法作为数据挖掘的核心方法。在系统开发中,数据采集模块负责获取与电磁继电器运行状态相关的数据,如电流、电压和温度等。数据挖掘模块使用K-means算法对这些数据进行聚类分析,以识别潜在的故障模式和异常行为。设备管理模块则通过三层架构进行设计,包括数据存储、业务逻辑和用户界面层,以实现对传感器、模型部署等设备的有效管理。
This paper presents a scheme of developing electromagnetic relay fault detection system with C++programming language,which includes data acquisition,data mining and equipment management modules.Three-tier architecture is adopted to improve the development efficiency and maintainability of the system.In order to improve the fault recognition rate,K-means algorithm is introduced as the core method of data mining.In the development of the system,the data acquisition module is responsible for acquiring the data related to the running state of the electromagnetic relay,such as current,voltage and temperature.The data mining module uses K-means algorithm to cluster these data to identify potential failure patterns and abnormal behaviors.The device management module is designed by a three-tier architecture,including data storage,business logic and user interface,to achieve the effective management of sensors,model deployment and other devices.
作者
杜雯雯
DU Wenwen(Jingzhou Institute of Urban Planning and Design,Jingzhou 434000,China)
