钢结构制作工艺数据集

1.数据清洗与标准化处理：建立了标准编号与名称的映射关系数据库，采用正则表达式进行标准编号的格式校验，从文本中提取关键工艺参数形成结构化数据表。
2.数据加工处理流程：将十字柱的18道工序、箱型柱的18道工序建立流程图模型。
3.算法模型构建：基于规则引擎校验工艺参数是否符合GB标准，建立焊接工艺评定知识图谱，开发自动化的标准版本校验模块。
4.数据安全处理：保留工艺参数但去除企业特定标识，核心工艺参数设为受控数据。

1. Data Cleaning and Standardization: A mapping database between standard identification numbers and their corresponding names has been established. Regular expressions are utilized to perform format validation for standard numbers, and key process parameters are extracted from textual data to form structured data tables.
2. Data Processing Flow: Flowchart models have been constructed for the 18 procedures of cross-shaped columns and box-shaped columns respectively.
3. Algorithm Model Construction: A rule engine is employed to verify whether process parameters comply with GB standards. A knowledge graph for welding procedure qualification has been established, and an automated standard version verification module has been developed.
4. Data Security Processing: Process parameters are retained while enterprise-specific identifiers are removed, and core process parameters are classified as controlled data.

搜集汇总

背景与挑战

背景概述

钢结构制作工艺数据集由贵州一鸣蓝天钢结构工程有限公司自行产生，数据规模为7191kb，适用于大型工程项目的质量控制，特别是在焊接变形控制和隐蔽工程验收方面。数据集经过严格的数据清洗、标准化处理和算法模型构建，确保工艺参数符合GB标准，并进行了数据安全处理，去除企业特定标识。