首页|基于工业智能的生产设备管理知识库研究

基于工业智能的生产设备管理知识库研究

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针对工业生产设备存在基本信息、运行数据、故障数据、维修方案管理不统一、随意存储等问题,构建了一个基于工业智能的生产设备管理知识库.首先采集设备运行状态、性能指标、设计制造等生产数据;然后基于大数据分析、数据建模等技术对采集的数据进行抽取与挖掘、融合与加工,并分析与历史生产设备数据之间的关系,筛选异常数据并进行推理分析,提供与其匹配的异常原因和处理预案,形成与设备相关的案例描述、原因分析、预案处理;最后将整理后的生产设备相关信息存储到知识库,为之后需要检修的工业设备提供检修计划制定和维修作业指导.该知识库提升了生产设备数据的有效流转,实现了对工业生产设备相关信息和数据的实际应用和管理.
Research on Production Equipment Management Knowledge Base Based on Industrial Intelligence
A production equipment management knowledge base based on industrial intelligence has been constructed to address issues such as inconsistent and arbitrary storage of basic information,operational data,fault data,and maintenance plan management for industrial production equipment.Firstly,collect structured data,semi-structured data,and unstructured data from production equipment.Then,based on big data analysis,data modeling and other technologies,the collected data is extracted,mined,fused and processed,and the relationship with historical production equipment data is analyzed.Abnormal data is screened and analyzed through inference,and matching abnormal causes and handling plans are provided.Case descriptions,cause analysis,and contingency plans related to equipment are formed.Finally,the organized production equipment related information will be stored in the knowledge base to provide maintenance plan formulation and maintenance operation guidance for industrial equipment that needs to be repaired in case of future failures.This plan enhances the effective flow of production equipment data,achieving practical application and management of information and data related to industrial production equipment.

industrial intelligenceproduction equipmentproduction dataknowledge base

高旋、林诗美、陈志列

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广东省工业边缘智能创新中心有限公司,广东深圳 518057

工业智能 生产设备 生产数据 知识库

2024

自动化应用
重庆西南信息有限公司

自动化应用

影响因子:0.156
ISSN:1674-778X
年,卷(期):2024.65(11)