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基于无线通信的煤矿机电设备故障诊断方法研究

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针对煤矿机电设备故障诊断的难点,提出一种基于无线通信的诊断方法.该方法通过多源数据采集与预处理、无线通信传输网络构建以及基于多尺度卷积神经网络与支持向量机的故障诊断模型,实现了煤矿机电设备故障的实时监测和准确诊断.实验结果表明,与传统有线通信诊断方法相比,本方法在诊断准确率、误报率、漏报率以及诊断时延等方面均有显著改善,为提高煤矿安全生产水平提供了有力支持.
Research on Fault Diagnosis Method of Coal Mine Mechanical and Electrical Equipment Based on Wireless Communication
In view of the difficulties in fault diagnosis of electrical and mechanical equipment in coal mine,a diagnosis method based on wireless communication is proposed in this paper.Through multi-source data acquisition and preprocessing,wireless communication transmission network construction and fault diagnosis model based on multi-scale convolutional neural network and support vector machine,the method realizes real-time monitoring and accurate diagnosis of mechanical and electrical equipment faults in coal mine.The experimental results show that compared with the traditional wired communication diagnosis method,this method has remarkable improvement in diagnosis accuracy,false positive rate,false negative rate and diagnosis delay,which provides strong support for improving the level of coal mine safety production.

coal mine mechanical and electrical equipmentfault diagnosiswireless communication

刘威

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贵州贵能聚鑫煤业有限公司,贵州 六盘水 553000

煤矿机电设备 故障诊断 无线通信

2024

通信电源技术
武汉普天通信设备集团有限公司

通信电源技术

影响因子:0.389
ISSN:1009-3664
年,卷(期):2024.41(24)