Adaptive evolutionary algorithms utilize a powerful framework for optimizing complex systems in dynamic environments. By incorporating mechanisms that adapt the algorithm's parameters based on the evolving problem landscape, these techniques demonstrate enhanced robustness. Through iterative processes of selection, individuals with desirable traits