工厂智能报工数据集

通过工厂 MES 数据库提取生产线、上层工单、顶层工单、包材工单、计划完成时间等数据，均为工厂内部生产运营过程中生成的管理及执行类信息，反映生产计划、工序流转及进度情况。主要包括客户信息及销售订单，源自外部客户需求及销售环节，体现外部市场需求与订单指令，为内部生产计划制定提供外部依据。

Data including production lines, upper-level work orders, top-level work orders, packaging material work orders, and planned completion times are extracted from the factory's MES database. All these data are management and execution-related information generated during the factory's internal production and operation processes, reflecting production plans, process flows and progress status. The dataset mainly includes customer information and sales orders, which originate from external customer demands and sales processes, embodying external market demands and order instructions, and providing external basis for the formulation of internal production plans.

搜集汇总

背景与挑战

背景概述

工厂智能报工数据集由黄石东贝压缩机有限公司提供，包含39561条数据，每周更新。数据集聚焦生产计划全周期管理，结合内部生产数据和外部客户订单信息，用于实时跟进生产进度和资源分配优化。数据处理采用均值填充法和3σ法则，并通过遗传算法优化生产线分配。