电线电缆多工序生产工艺参数数据集

本数据集基于生产车间日常记录的生产工艺单、设备运行日志及质量监控单生成。原始数据由操作人员实时填写，经数字化录入后进行清洗，剔除重复项、补全缺失字段并对异常值进行标注，确保数据准确。随后对日期统一为“YYYY-MM-DD”格式，并对操作员姓名匿名化处理。在此基础上，依据企业对不同产品规格的多年生产经验和质量验证结果，对工艺参数进行择优筛选：将绝缘挤出工序的多点温度值按设备加热区顺序拆分为独立的“1区至9区温度”列（非挤出工序标记为“室温”），将不等芯电缆的外径值拆分为“主线芯外径”和“中性线芯外径”（等芯电缆中性线芯外径填“-”），最终形成一套反映企业最佳工艺推荐的参数数据集。This dataset is constructed using daily production process sheets, equipment operation logs, and quality monitoring records from a production workshop. The raw data was first filled out in real time by operating personnel, then digitized and entered, before undergoing data cleaning: duplicates were removed, missing fields were supplemented, and outliers were labeled to ensure data accuracy. Subsequently, all dates were standardized to the "YYYY-MM-DD" format, and operator names were anonymized. On this basis, process parameters were selectively optimized based on the enterprise's years of production experience and quality validation results for different product specifications: the multi-point temperature readings from the insulation extrusion process were split into separate columns titled "Zone 1 Temperature" through "Zone 9 Temperature" in the order of the equipment's heating zones, while non-extrusion processes were marked as "Room Temperature"; the outer diameter values of cables with unequal conductor cores were split into "Main Core Outer Diameter" and "Neutral Core Outer Diameter", with the neutral core outer diameter field for cables with equal conductor cores filled with "-". This ultimately forms a parameter dataset that contains the enterprise's recommended optimal production process parameters.

搜集汇总

背景与挑战

背景概述

该数据集基于电线电缆生产车间的日常记录生成，经过清洗、格式化和匿名化处理，确保数据准确可靠。它通过择优筛选工艺参数，将绝缘挤出工序的温度值拆分为多个独立列，并对不等芯电缆的外径值进行细分，形成一套反映企业最佳工艺推荐的结构化数据集，适用于生产优化和质量分析。