The researchers developed a new method to improve the efficiency of design optimization for complex engineering systems. By analyzing the relationships between optimization points and constraints, they created a new adaptive penalty function based on inconsistent information within the system. This method helps to overcome convergence issues in the optimization process. The study shows that this approach can effectively enhance the collaborative optimization method for large-scale engineering systems.