Dynamic group optimization algorithm with a mean–variance search framework

•The proportioned mean solution generator can avoid fast shrinkage of search space.•Two significant difference individuals are perturbed to provide more useful information.•Population diversity is increased.•A lifespan selection operator is used to enhance the ability to avoid local optimum.•Comparative results of engineering problems in welded beam design show the promise of our algorithms for real-world applications.