基于工业物联网的电气自动化系统实时监测与故障诊断研究
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郭鹏枭
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北京普惠职道科技发展有限责任公司上海分公司，上海，200120
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摘要：随着工业4.0 时代的到来，工业物联网技术为电气自动化系统的实时监测与故障诊断提供了新的思路和方法。本文深入探讨了基于工业物联网的电气自动化系统实时监测与故障诊断的关键技术，包括传感器技术、数据传输协议、数据采集系统架构、故障诊断算法等，并结合实际案例分析了该系统的应用效果。研究表明，基于工业物联网的实时监测与故障诊断系统能够显著提高电气自动化系统的可靠性和运行效率，降低故障发生率和维修时间，为工业生产的智能化管理提供有力支持。
关健词：工业物联网；电气自动化系统；实时监测；故障诊断；机器学习 |
Research on Real time Monitoring and Fault Diagnosis of Electrical Automation System Based on Industrial Internet of Things
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Pengxiao Guo
Beijing Puhui Zhidao Technology Development Co., Ltd. Shanghai Branch, Shanghai, 200120, China
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Abstract: With the arrival of the Industry 4.0 era, industrial Internet of Things technology provides new ideas and methods for real-time monitoring and fault diagnosis of electrical automation systems. This article deeply explores the key technologies for real-time monitoring and fault diagnosis of electrical automation systems based on industrial Internet of Things, including sensor technology, data transmission protocols, data acquisition system architecture, fault diagnosis algorithms, etc., and analyzes the application effect of the system with practical cases. Research has shown that real-time monitoring and fault diagnosis systems based on industrial Internet of Things can significantly improve the reliability and operational efficiency of electrical automation systems, reduce the incidence of failures and maintenance time, and provide strong support for intelligent management of industrial production.
Keywords : Industrial Internet of Things; Electrical automation system; Real time monitoring; Fault diagnosis; machine learning
参考文献
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