冷轧型钢数据集

内部数据采集采用工业传感器实时监测生产线设备运行状态，通过OPC UA协议传输轧制压力与温度参数至SCADA系统，动态记录型钢尺寸公差与表面质量检测结果。外部数据采集部署网络爬虫定时抓取供应商官网报价信息，利用JSON格式解析技术整合物流时效数据，结合正则表达式提取产品规格参数。Internal data collection employs industrial sensors to perform real-time monitoring of the operational status of production line equipment. Rolling pressure and temperature parameters are transmitted to the SCADA system via the OPC UA protocol, while the dimensional tolerances of section steels and surface quality inspection results are dynamically recorded. For external data collection, web crawlers are deployed to regularly crawl quotation information from suppliers' official websites. JSON format parsing technology is utilized to integrate logistics timeliness data, and regular expressions are adopted to extract product specification parameters.

搜集汇总

背景与挑战

背景概述

该数据集聚焦冷轧型钢领域，整合了内部生产监控数据（如轧制压力、温度、尺寸公差和表面质量）和外部市场信息（包括供应商报价、物流时效和产品规格）。其特点在于通过工业传感器和网络爬虫实现多源数据采集，适用于生产流程优化和供应链管理分析。