风力发电运维记录与故障分析数据集

数据来源于公司基于马鞍山地区风电场实际运营积累的行业数据资源，覆盖12种主流风机型号，由SCADA系统、CMS振动监测系统、运维管理平台等多源系统采集形成。数据采集过程遵循IEC 61400-25标准，原始数据从公司内部系统导出之后，经过初步筛选与规则整理，形成数据集。

This dataset is derived from industry data resources accumulated by the company through the actual operation of wind farms in the Ma'anshan region, covering 12 mainstream wind turbine models. The data was collected from multiple sources including the SCADA system, CMS vibration monitoring system, and operation and maintenance management platform. The entire data collection process adheres to the IEC 61400-25 standard. Following export from the company's internal systems, the raw data underwent preliminary screening and rule-based organization to form the final dataset.

搜集汇总

背景与挑战

背景概述

该数据集包含59条风力发电运维记录，每年更新，聚焦于风电场的运行监控与故障分析。它详细记录了风速、发电功率、振动幅度等关键参数，以及故障类型、处理方案和改进建议，适用于优化预防性维护、提升风功率预测精度和指导风机设备设计迭代。