多型号空气喷射织机运行效率数据

通过合理利用扩展后的空气喷射织机运行效率数据及其综合效能指数，生产管理者和工程师可以在设备选型、生产优化、节能降耗和设备维护等方面做出更为科学和高效的决策，从而提升企业整体生产效率和经济效益。织机选择：帮助生产管理者在采购或升级设备时，基于综合效能指数选择最适合的空气喷射织机型号。成本控制：通过分析能耗和故障率，帮助企业在生产过程中实现节能降耗和减少停机时间。利用故障率数据预测设备维护需求，制定预防性维护计划，减少意外停机时间。特别说明此数据集仅适用于空气喷射织机，不适用于其他类型的织机（如剑杆织机、喷水织机等），确保企业在正确的应用场景下使用数据，避免误用导致的错误决策。算法规则：生产速度 (rpm)：织机的运行速度，以每分钟转数（rpm）表示。
生产效率 (%)：织机在生产过程中表现出来的效率，以百分比表示。
能耗 (kWh)：织机在一定时间内的能量消耗，以千瓦时（kWh）表示。
故障率 (%)：在实验过程中发生故障的频率，以百分比表示。
织物类型：织机所生产的织物类型，如棉布、丝绸、混纺、亚麻、羊毛等。
纬纱直径 (mm)：所使用纬纱的直径，以毫米（mm）表示。
综合效能指数=0.3×（生产速度/最高生产速度）+0.3×（生产效率/100）+0.2×(1−能耗/最高能耗)+0.2×(1−故障率/100)

By rationally utilizing the expanded operating efficiency data and comprehensive performance index of air-jet looms, production managers and engineers can make more scientific and efficient decisions in equipment selection, production optimization, energy conservation and consumption reduction, and equipment maintenance, thereby enhancing the overall production efficiency and economic benefits of the enterprise.

Loom Selection: Assist production managers in selecting the most appropriate air-jet loom model based on the comprehensive performance index when purchasing or upgrading equipment.

Cost Control: Help enterprises achieve energy conservation and consumption reduction as well as reduce downtime during production by analyzing energy consumption and failure rates. Leverage failure rate data to predict equipment maintenance requirements and formulate preventive maintenance plans, thus minimizing unplanned downtime.

Special Note: This dataset is only applicable to air-jet looms and is not suitable for other types of looms (such as rapier looms, water-jet looms, etc.). This ensures that enterprises use the data in correct application scenarios and avoid erroneous decisions caused by misuse.

Algorithm Rules:
Production Speed (rpm): The operating speed of the loom, expressed in revolutions per minute (rpm).
Production Efficiency (%): The efficiency exhibited by the loom during production, expressed as a percentage.
Energy Consumption (kWh): The energy consumed by the loom over a specified period, expressed in kilowatt-hours (kWh).
Failure Rate (%): The frequency of failures occurring during the experiment, expressed as a percentage.
Fabric Type: The type of fabric produced by the loom, such as cotton, silk, blended fabric, linen, wool, etc.
Weft Yarn Diameter (mm): The diameter of the weft yarn used, expressed in millimeters (mm).
Comprehensive Performance Index = 0.3 × (Production Speed / Maximum Production Speed) + 0.3 × (Production Efficiency / 100) + 0.2 × (1 − Energy Consumption / Maximum Energy Consumption) + 0.2 × (1 − Failure Rate / 100)

搜集汇总

数据集介绍

特点

该数据集包含530条多型号空气喷射织机的运行效率数据，涵盖生产速度、能耗、故障率等关键指标，适用于设备选型、生产优化等制造业决策场景。