Distributed Fault Diagnosis System based on Wireless Sensor Networks

J. Rosero García, Jairo Andrés Caballero Peña
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Abstract

This article presents the development of a distributed fault diagnosis and monitoring system whose remote nodes are responsible for data collection and distributed analysis to identify problems that could lead to critical faults in industrial processes or systems. The developed intelligent remote node was implemented with MCU LPCXpresso54114 connected to a ZigBee protocol wireless sensor network through XBee communication module. The gateway node is a Raspberrry PI with HTTP communication and JSON format to the PI System industrial monitoring system database. Motor Current Signature Analysis (MCSA) was implemented and validated to identify interturn faults of induction motors. The developed platform is a tool to perform comparison and validation of analysis techniques, indicators, and fault classification, because there are different combinations that can be applied to improve diagnosis reliability, fault observability, differentiation between fault conditions, classification accuracy, tolerance to transients, sensitivity, among others.
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基于无线传感器网络的分布式故障诊断系统
本文介绍了分布式故障诊断和监控系统的开发,该系统的远程节点负责数据收集和分布式分析,以识别可能导致工业过程或系统中关键故障的问题。该智能远程节点采用LPCXpresso54114单片机,通过XBee通信模块连接ZigBee协议无线传感器网络。网关节点是一台raspberry PI,通过HTTP和JSON格式与PI System工业监控系统数据库通信。实现并验证了电机电流特征分析(MCSA)在感应电机匝间故障识别中的应用。所开发的平台是对分析技术、指标和故障分类进行比较和验证的工具,因为有不同的组合可以用于提高诊断可靠性、故障可观察性、故障条件的区分、分类准确性、对瞬变的容忍度、灵敏度等。
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