evolutionary multiobjective optimization

A Decision Variable Clustering-Based Evolutionary Algorithm for Large-Scale Many-Objective Optimization
The current literature of evolutionary many-objective optimization is merely focused on the scalability to the number of objectives, …
Xingyi Zhang, Ye Tian, Ran Cheng, Yaochu Jin
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An Indicator-Based Multiobjective Evolutionary Algorithm With Reference Point Adaptation for Better Versatility
During the past two decades, a variety of multiobjective evolutionary algorithms (MOEAs) have been proposed in the literature. As …
Ye Tian, Ran Cheng, Xingyi Zhang, Fan Cheng, Yaochu Jin
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A Reference Vector Guided Evolutionary Algorithm for Many-Objective Optimization
In evolutionary multiobjective optimization, maintaining a good balance between convergence and diversity is particularly crucial to …
Ran Cheng, Yaochu Jin, Markus Olhofer, Bernhard Sendhoff
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An Efficient Approach to Nondominated Sorting for Evolutionary Multiobjective Optimization
Evolutionary algorithms have been shown to be powerful for solving multiobjective optimization problems, in which nondominated sorting …
Xingyi Zhang, Ye Tian, Ran Cheng, Yaochu Jin
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