搓丝机设备综合运行效率数据

通过周期内时间计划达成率×良品率×时间稼动率来计算搓丝机设备的OEE（设备综合效率），能准确地知晓设备运行效率如何，以便及时地进行改善。使用OEE模型，企业可以轻松的找到影响生产效率的瓶颈，降低设备的故障以及维修成本，并进行改进和跟踪，加强设备管理以延长设备的使用寿命，达到提高生产效率的目的。OEE可以帮助所有生产制造型企业，对生产设备进行分析，改善生产状况，提高产品质量。能最大化提高设备的利用率。1、数据收集：数据采集于企业内部，对采集到的搓丝机设备数据进行降噪、清洗、加工后进行处理。 2、数据处理：设备综合效率(OEE)=计划达成率×良品率×时间稼动率，计划达成率=实际数量/计划数量，良品率=合格数量/实际数量，时间稼动率=稼动时间/负荷时间，稼动时间是指设备在一定时期内（班次即白班/晚班）实际投入生产的时间，负荷时间则是设备在特定作业周期内实际运行的时间，此处为固定值，480分钟。 3、OEE值越大，表明设备效率越高。85%以上的OEE通常被认为是优秀水平，这代表了设备在生产过程中发挥了极高的效能。60%到85%的OEE表示设备还有一定的改进空间，通过优化设备维护、改进生产工艺、提高操作员技能等措施，可以进一步提升设备效率。低于60%的OEE则表明设备效率较低，需要进行显著的改进和优化。通过监控每个班次的OEE值，可以帮助企业生产设备保持良好的正常运转，降低设备的故障以及维修成本，加强设备管理以延长设备的使用寿命。Calculating the Overall Equipment Effectiveness (OEE) of thread rolling machines using the formula: Periodic Plan Achievement Ratio × Qualified Product Rate × Time Operating Rate, which enables accurate assessment of equipment operating efficiency for timely improvements. By adopting the OEE model, enterprises can easily identify bottlenecks restricting production efficiency, reduce equipment failure and maintenance costs, implement improvements and tracking, strengthen equipment management to extend service life, and ultimately achieve the goal of improving production efficiency. OEE can assist all manufacturing enterprises in analyzing production equipment, optimizing production conditions, improving product quality, and maximizing equipment utilization. 1. Data Collection: Data is collected from internal enterprise sources, and the collected thread rolling machine equipment data is processed through noise reduction, cleaning and data refinement. 2. Data Processing: The overall equipment effectiveness (OEE) is calculated as: OEE = Plan Achievement Ratio × Qualified Product Rate × Time Operating Rate. The specific sub-formulas are as follows: - Plan Achievement Ratio = Actual Output Quantity / Planned Output Quantity - Qualified Product Rate = Qualified Quantity / Actual Output Quantity - Time Operating Rate = Operating Time / Load Time Operating time refers to the actual time during which the equipment is put into production within a given period (shifts, i.e., day shift or night shift). Load time is the actual operating time of the equipment within a specific work cycle, which is fixed at 480 minutes in this dataset. 3. The higher the OEE value, the higher the equipment efficiency. An OEE of over 85% is generally considered an excellent level, indicating that the equipment has achieved extremely high efficiency during production. An OEE between 60% and 85% means that the equipment has room for improvement; measures such as optimizing equipment maintenance, improving production processes, and enhancing operator skills can further improve equipment efficiency. An OEE below 60% indicates low equipment efficiency, requiring significant improvements and optimizations. Monitoring the OEE value of each shift can help enterprises keep their production equipment operating normally, reduce equipment failure and maintenance costs, and strengthen equipment management to extend the service life of the equipment.

搜集汇总

数据集介绍

特点

该数据集包含搓丝机设备的运行效率数据，通过计算设备综合效率（OEE）来评估设备性能，适用于生产制造型企业进行设备效率分析和生产优化。