基于FPGA的多通道振动分析仪嵌入式系统在工业故障自动检测中的应用

L. M. Contreras-Medina, R. Romero-Troncoso, J. R. Millán-Almaraz, C. Rodriguez-Donate
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引用次数: 19

摘要

为了保证生产过程的整体效率,机器监控是现代工业中关注的主要问题之一。机械故障检测的几种监测技术已经发展起来,其中振动分析是最重要的技术之一。用于振动分析的典型设备是通用单通道频谱分析仪,大多数情况下不太适合特定任务,缺乏同时进行多通道分析的能力。这项工作的贡献是提出了一种基于FPGA的低成本3轴同步振动分析仪的开发,用于嵌入式机械监测,具有后处理阶段的新捷性,可以设计和实现到同一个FPGA中,用于自动在线检测特定的机械故障。通过两个研究案例来展示系统的开发性能和功能,其中设计了特定的后处理单元。从结果可以看出,通过重新配置嵌入在系统中的后处理算法,可以自动检测出几种机械故障。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FPGA based multiple-channel vibration analyzer embedded system for industrial applications in automatic failure detection
Machine monitoring is one of the major concerns in modern industry in order to guarantee the overall efficiency during the production process. Several monitoring techniques for machinery failure detection have been developed, being vibration analysis one of the most important techniques. The typical equipment used for vibration analysis is a general purpose single channel spectrum analyzer that most of the cases is not well suited for the specific task and lacks from the capability of simultaneous multiple channel analysis. The contribution of this work is to present the development of a low-cost FPGA based 3-axis simultaneous vibration analyzer for embedded machinery monitoring with the novelty of a post-processing stage that can be designed and implemented into the same FPGA for automatic online detection of specific machinery failures. Two cases of study are presented to show the development performance and capabilities of the system where specific post-processing units are designed. From the results it can be seen that several mechanical failures can be automatically detected by reconfiguring the postprocessing algorithm, embedded in the system.
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