设备实时运行与状态监测数据集

该数据集是生产线信息化管理系统中设备实时运行状态的动态监测数据，涵盖设备唯一编码、设备名称、型号规格、所属生产线 / 工位、实时运行参数（如转速、温度、压力、电流、电压）、运行状态（正常运行、怠速、停机、异常）、累计运行时长、今日运行时长、实时产能、设备负载率、异常告警信息（告警类型、告警时间、告警参数值）等 13 + 类数据。通过设备内置传感器与工业总线（如 Profinet、Modbus 协议）每 5 分钟采集一次数据，实时传输至系统平台，用于监控设备运行稳定性，及时捕捉参数异常与告警信号，避免设备因过载、超温等问题引发故障，为设备实时调度与应急处理提供数据支撑。This dataset contains dynamic monitoring data of real-time operating states of equipment in the production line informatization management system, covering more than 13 categories of data including unique equipment code, equipment name, model and specification, associated production line or workstation, real-time operating parameters (e.g., rotational speed, temperature, pressure, current, voltage), operating status (normal operation, idle, shutdown, abnormal), total accumulated operating duration, today's operating duration, real-time production output, equipment load rate, and abnormal alarm information (alarm type, alarm time, alarm parameter value). The data is collected every 5 minutes via built-in sensors of the equipment and industrial buses (such as Profinet and Modbus protocols), and transmitted to the system platform in real time. It is used to monitor the operational stability of equipment, capture abnormal parameters and alarm signals promptly, avoid equipment failures caused by issues like overload and over-temperature, and provide data support for real-time equipment scheduling and emergency handling.

搜集汇总

背景与挑战

背景概述

该数据集是生产线设备实时运行状态的动态监测数据，每5分钟采集一次，涵盖设备编码、运行参数、状态和告警等13+类信息，用于监控设备稳定性、捕捉异常信号，避免故障并支持调度决策。数据格式为Excel，由连云港凡人信息科技有限公司登记，适用于工业设备维护和优化场景。