Propose normal behaviour models based on performance curves to detect WTG faults. Examine WTG performance under the normal conditions and with pitch faults. Demonstrate the feasibility of the proposed approach based on performance curves. Validate the criteria for electrical pitch system fault detection. Prove the advantages of the proposed approach over the ANN/ANFIS based approaches.