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arXiv 2010.04445cs.AIcs.NE
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Investigating Constraint Relationship in Evolutionary Many-Constraint Optimization

College of Systems Engineering, National University of Defense Technology(国防科技大学系统工程学院);Hunan Key Laboratory of Multi-Energy System Intelligent Interconnection Technology (HKL-MESIT)(湖南省多能源系统智能互联技术重点实验室)

Mengjun Ming, Rui Wang, Tao Zhang

英文摘要:

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.

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