基于免疫感知的风电SCADA数据故障诊断

Zhengnan Hou, Xiaoxiao Lv, Shengxian Zhuang
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引用次数: 0

摘要

风力发电机组的健康监测受到了广泛的关注,对其监测控制和数据采集(SCADA)数据(如功率、温度、压力等)进行了分析。然而,SCADA数据中的许多参数都是惯性参数,容易受到其固有惯性的影响。针对这一问题,本文提出了一种基于免疫感知(IP)的SCADA数据健康预处理方法。该方法利用免疫感知来获取单个参数的健康信息。最后给出了两个数值算例,验证了本文提出的方法。
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Fault Diagnosis of Wind Turbine SCADA Data via Immunity Perception
Health monitoring of wind turbine (WT) has gained considerable attention, and the supervisory control and data acquisition (SCADA) data (such as power, temperature, and pressure, etc.) have been analyzed. However, many parameters in SCADA data are inertia parameters, which are easily affected by their inherent inertia. To solve this problem, a health pre-progress for SCADA data based on immunity perception (IP) is proposed in this paper. This progress uses the immunity perception to obtain the health information of a single parameter. Two numerical examples are given to validate the progress proposed in this paper.
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