This paper proposes EA4eigCS, an enhanced ensemble evolutionary algorithm that integrates Crisscross Search and Sparrow Search into the EA4eig framework to specifically process inferior individuals. This approach aims to address stagnation in long-term real parameter single objective optimization, demonstrating improved performance over existing state-of-the-art methods.