New fault diagnosis method is developed for generator bearing fault diagnosis of wind turbine using measured vibration data. The proposed method is studied for vibration signal denoising without destroying the original frequency spectrum structure. Generator bearing pitting fault case and crack fault case are studied to demonstrate the effectiveness of proposed method.