Ant colony optimization (ACO) has emerged as a powerful metaheuristic algorithm for tackling complex optimization problems. The SEMUTWIN framework represents a significant advancement in this field, presenting innovative techniques to enhance the efficiency and effectiveness of ACO algorithms. By