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The power curve is a graphical representation of the electrical power output generated by a wind turbine as a function of the wind speed flowing past the rotor blades. This relationship is derived through rigorous testing under standardized atmospheric conditions. It critically evaluates both parametric and non-parametric modeling techniques and their effectiveness in improving the performance of wind energy-based. . Wind turbines convert the kinetic energy of moving air into usable electricity, but their conversion efficiency varies significantly with wind speed. Understanding how a specific turbine model performs under varying conditions is paramount for manufacturers and energy developers.