Algorithm design and analysis

Evolutionary Many-Objective Optimization of Hybrid Electric Vehicle Control: From General Optimization to Preference Articulation
Many real-world optimization problems have more than three objectives, which has triggered increasing research interest in developing …
Ran Cheng, Tobias Rodemann, Michael Fischer, Markus Olhofer, Yaochu Jin
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PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum]
Over the last three decades, a large number of evolutionary algorithms have been developed for solving multi-objective optimization …
Ye Tian, Ran Cheng, Xingyi Zhang, Yaochu Jin
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Surrogate-Assisted Cooperative Swarm Optimization of High-Dimensional Expensive Problems
Surrogate models have shown to be effective in assisting metaheuristic algorithms for solving computationally expensive complex …
Chaoli Sun, Yaochu Jin, Ran Cheng, Jinliang Ding, Jianchao Zeng
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A Competitive Swarm Optimizer for Large Scale Optimization
In this paper, a novel competitive swarm optimizer (CSO) for large scale optimization is proposed. The algorithm is fundamentally …
Ran Cheng, Yaochu Jin
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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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