Sustainable meeting of growing energy requirements relies on the efficiency of newly developed wind turbine engine design. This approach resolves electromagnetic wrapping differences impacting turbine efficiency in order to increase performance. Many times neglecting non-uniform electromagnetic dispersion, existing procedures lead to energy losses, mechanical stress, and limited operational lifespan. Overcoming these challenges, the proposed system models electromagnetic field behavior using finite element analysis (FEA) and finds wrapping process irregularities. This simulation-based approach helps to optimize electromagnetic layout and reduce inefficiency by means of detailed modeling of field interactions within the turbine engine. This method allows engineers to manage design variables and materials to provide uniform field distribution and lower power loss. Reduced electromagnetic losses and enhanced mechanical stability enable the proposed framework to exhibit a significant gain in turbine efficiency. These findings confirm the feasibility of incorporating advanced modeling tools into wind turbine engine design for highest reliability and performance. With mechanical stability of 98.3%, turbine efficiency of 97.6%, dependability of 96.5%,
