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一种用于泵设备状态监测与预测性维护的工业数字化平台。

An Industrial Digitalization Platform for Condition Monitoring and Predictive Maintenance of Pumping Equipment.

作者信息

Short Michael, Twiddle John

机构信息

School of Science, Engineering and Design, Teesside University, Middlesbrough TS1 3BA, UK.

Scottish & Southern Energy Ltd., Knottingley, West Yorkshire WF11 8SQ, UK.

出版信息

Sensors (Basel). 2019 Aug 31;19(17):3781. doi: 10.3390/s19173781.

Abstract

This paper is concerned with the implementation and field-testing of an edge device for real-time condition monitoring and fault detection for large-scale rotating equipment in the UK water industry. The edge device implements a local digital twin, processing information from low-cost transducers mounted on the equipment in real-time. Condition monitoring is achieved with sliding-mode observers employed as soft sensors to estimate critical internal pump parameters to help detect equipment weasr before damage occurs. The paper describes the implementation of the edge system on a prototype microcontroller-based embedded platform, which supports the Modbus protocol; IP/GSM communication gateways provide remote connectivity to the network core, allowing further detailed analytics for predictive maintenance to take place. The paper first describes validation testing of the edge device using Hardware-In-The-Loop techniques, followed by trials on large-scale pumping equipment in the field. The paper concludes that the proposed system potentially delivers a flexible and low-cost industrial digitalization platform for condition monitoring and predictive maintenance applications in the water industry.

摘要

本文关注的是一种边缘设备在英国水行业大型旋转设备实时状态监测和故障检测中的实现与现场测试。该边缘设备实现了一个本地数字孪生体,实时处理来自安装在设备上的低成本传感器的信息。通过将滑模观测器用作软传感器来估计关键的内部泵参数,以帮助在设备损坏之前检测磨损,从而实现状态监测。本文描述了边缘系统在基于微控制器的原型嵌入式平台上的实现,该平台支持Modbus协议;IP/GSM通信网关提供到网络核心的远程连接,允许进行进一步详细的分析以进行预测性维护。本文首先描述了使用硬件在环技术对边缘设备进行的验证测试,随后是在现场大型抽水设备上的试验。本文得出结论,所提出的系统有可能为水行业的状态监测和预测性维护应用提供一个灵活且低成本的工业数字化平台。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/980a/6749217/8e424baa97c3/sensors-19-03781-g001.jpg

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