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