实验设备数字化监控平台设计与实践

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中图分类号：TP277；TP311 文献标识码：A 文章编号：2096-4706（2026）06-0087-06

Design and Practice of Digital Monitoring Platform for Laboratory Equipment

， ， ， WANG Haifeng123，ZHAO Ketian， LIU Liang123， LIU Ying 1，2，3

（1.Tianjin KeyLaboratoryofSubmarine Pipeline，Tianjin ，China; 2.CNOOCEnergyTechnologyand Services Limited KeyLaboratory of Safety Service Guarantee Technology for Submarine Pipelines，Tianjin 3oo452， China; 3.CNOOC （Tianjin） Pipeline Engineering Technology Co.，Ltd.，Tianjin ， China）

Abstract：This paper focuses on precision equipment in laboratories to solve practical problems such as low effciency of manualinspectionanddelayed fault waring.This paperconstructsafour-layerarchitectureconsistingofaperceptionlayer， transmissionlayer，platformlayer，andappicationlayer.Multiple typesofsensorsaredeployedatkeyparts oftheequipment to colect operating parameters.Data processingand analysis areconductedrelyingoncloud-edgecollboration technologyand AIalgorithmmodels，and multi-terminal visualizationdashboardsaredeveloped.During the six-month trial operationof the platform， the fault warning accuracy reaches 100% ，the average fault-free operation time of equipment increases by 81% ，the data acquisition error rate is controlled within 2% ， and more than 1.2 million pieces of equipment operation data are accumulated. This platform promotes the transformation of laboratory equipment management from passive response to active prevention， providing a practical solution for the intelligent management of precision instrument centralized scenes.

Keywords：experimentalequipment;digitalmonitoring;sensor;dynamicenvironmentmonitoringhost;digitaldashboard

0 引言

实验设备作为开展技术研发、产品检测与质量管控的核心载体，其运行状态的稳定性与精准性直接决定了实验数据的准确性和有效性[]。（剩余7746字）