A CUSUM-Based Approach for Condition Monitoring and Fault Diagnosis of Wind Turbines

نویسندگان

چکیده

This paper presents a cumulative sum (CUSUM)-based approach for condition monitoring and fault diagnosis of wind turbines (WTs) using SCADA data. The main ideas are to first form multiple linear regression model data collected in normal operation state, then monitor the stability coefficients on new observations, detect structural change coefficient instability CUSUM tests. method is applied on-line WT temperature-related A sequence test statistics used as damage-sensitive feature control chart scheme. If crosses either upper or lower critical line after some recursive iterations, it indicates occurrence WT. validated two case studies with known faults. results show that can effectively reliably abnormal problems.

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ژورنال

عنوان ژورنال: Energies

سال: 2021

ISSN: ['1996-1073']

DOI: https://doi.org/10.3390/en14113236