用大模型把技术文档转成设备故障分析,省时高效。
From Documents to Database: Failure Modes for Industrial Assets
- 用大模型整合技术文档生成故障分析
- 生成的分析存入关系型数据库,可直接使用
- 适合企业设备管理与知识库建设人员
我们提出一个交互式系统,利用基础模型和用户提供的技术文档,为工业设备生成故障模式与影响分析(FMEA)。该系统从多份非结构化文档中聚合信息,生成结构化的FMEA,并存储于关系型数据库中。借助该工具,生成这一知识密集型内容的时间显著减少,优于传统人工方法。本演示展示了基础模型在支持企业资产管理系统生成专业化结构化内容方面的潜力。
原文摘要 · Abstract (English)
We propose an interactive system using foundation models and user-provided technical documents to generate Failure Mode and Effects Analyses (FMEA) for industrial equipment. Our system aggregates unstructured content across documents to generate an FMEA and stores it in a relational database. Leveraging this tool, the time required for creation of this knowledge-intensive content is reduced, outperforming traditional manual approaches. This demonstration showcases the potential of foundation models to facilitate the creation of specialized structured content for enterprise asset management systems.
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