Abstract: This article comprehensively analyses the development status and optimization methods of wind power generation, and combines case studies to analyze the current technologies and methods for optimizing electrical energy output quality. This article focuses on the quality issues of wind power electrical energy output and discusses the factors that affect wind power electrical energy output, as well as exploring the technologies and methods to achieve optimized electrical energy output quality. With the rapid development of renewable energy technology, solving the problem of the stability of wind power energy output quality has become a necessary pathway for optimizing energy utilization efficiency. Controlling wind turbines, optimizing wind farm layouts, and improving storage battery groups have become popular technologies in the field of clean energy generation. While developing these technologies, it is necessary to simultaneously consider how to improve the energy storage of batteries and energy conversion efficiency. By using intelligent control systems and storage devices, wind power electrical energy output quality can be effectively improved, making it gradually become a more mainstream source of clean energy. This paper explores various methods and technologies from multiple angles to optimize electrical energy output quality.