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This paper presents a fault identification system for doubly fed induction generator. The proposed system is designed to identify single-phase faults and load switching events on an isolated load. Firstly, the system preprocess the stator line current data by the fast Fourier transform (FFT). In order to reduce the dimensionality of the FFT output data, the principal component analysis method is used...