具有服务支持的振动故障检测信息物理系统

Bo Xiao, Minghua Zhu
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引用次数: 0

摘要

出于经济和安全的考虑,振动故障检测的应用越来越广泛。然而,目前的研究还存在故障检测精度不高、对振动数据进行有效的深度计算较少、缺乏灵活的结构等问题。提出了一种具有服务支持的振动故障检测信息物理系统(CPS)。从面向服务的体系结构(SOA)的角度来看,S-VFDCPS由企业级、网关级和端点级组成,每个级别上都有相关的振动检测服务。从信息物理系统(CPS)的角度来看,它包含三层:监控层、网络层和设备层。提出了量化故障评估准则的数据处理算法和服务。测试结果表明,我们提出的方法和改进的设计使S-VFDCPS在实时振动故障检测中更加灵活和准确。
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Vibration Fault Detection Cyber-physical System with Service Support
Vibration fault detection becomes increasingly used for economical and safety reasons. However, current research reveals some problems such as low accuracy of fault detection, few effective in-depth calculation of vibration data and few flexible architectures in that area. In this paper, a vibration fault detection Cyber-Physical System (CPS)with service support (S-VFDCPS) is presented. From the Service-Oriented Architecture (SOA) point of view, S-VFDCPS consists of enterprise level, gateway level and endpoint level, with relevant vibration detection services on each level. From the Cyber-Physical system (CPS) point of view, it contains three layers: the monitoring and control layer, the network layer and the device layer. Data processing algorithms and services are proposed quantifying the criteria of fault evaluation. It is shown by testing results that our proposed approach and the improvement in design make S-VFDCPS more flexible and accurate in real-time vibration fault detection.
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