1. Introduction
Electricity generation from renewable energy systems is widely preferred in the worldwide due to its clean, environmentally friendly and inexhaustible. Among the renewable energy systems, wind turbines are commonly used to generate the electric energy from corresponding wind power. With the development of energy-oriented electronics and material technologies, the permanent magnet (PM) synchronous generators (PMSGs) are utilized for wind turbines due to their high efficacy and low power/volume ratio. Therefore, the condition monitoring and early fault detection of PMSGs are very crucial to maintain the sustainability of electric power generation in wind power plant.