论文标题
研究进化多种构造优化中的约束关系
Investigating Constraint Relationship in Evolutionary Many-Constraint Optimization
论文作者
论文摘要
本文通过考虑成对限制之间的关系,有助于治疗进化多种构造优化的广泛约束。在相互矛盾的关系中,一个约束的功能值随着另一个约束中的值降低而增加。在和谐的关系中,一个约束的改进得到了另一个约束的同时改善。在独立的关系中,对一个约束的调整永远不会影响对另一个约束的调整。基于不同的特征,讨论了用于识别约束关系的方法,有助于简化多种约束优化问题(MCOPS)。此外,目的是在新约束中确定关系的目的进一步讨论关系的传播。
This paper contributes to the treatment of extensive constraints in evolutionary many-constraint optimization through consideration of the relationships between pair-wise constraints. In a conflicting relationship, the functional value of one constraint increases as the value in another constraint decreases. In a harmonious relationship, the improvement in one constraint is rewarded with simultaneous improvement in the other constraint. In an independent relationship, the adjustment to one constraint never affects the adjustment to the other. Based on the different features, methods for identifying constraint relationships are discussed, helping to simplify many-constraint optimization problems (MCOPs). Additionally, the transitivity of the relationships is further discussed at the aim of determining the relationship in a new pair of constraints.