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    Article

    A large-scale multi-objective evolutionary algorithm based on importance rankings and information feedback

    For large-scale multi-objective optimization problems, the trade-off between convergence and diversity brings significant challenges for researchers. Most of the reproduction operators in the evolutionary algo...

    Jie Cao, Kaiyue Guo, Jianlin Zhang, Zuohan Chen in Artificial Intelligence Review (2023)

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    A Grou** Cooperative Differential Evolution Algorithm for Solving Partially Separable Complex Optimization Problems

    Differential evolution (DE) is a widely accepted optimization algorithm inspired by the mechanisms of biological evolution for complex optimization problems. In this paper, we put forward a co-evolutionary dif...

    Zuohan Chen, Jie Cao, Fuqing Zhao, Jianlin Zhang in Cognitive Computation (2023)

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    Article

    A Pareto front estimation-based constrained multi-objective evolutionary algorithm

    The balance of convergence, diversity, and feasibility plays a pivotal role in constrained multi-objective optimization problems. To address this issue, in this paper a novel method named PeCMOEA is proposed, ...

    Jie Cao, Zesen Yan, Zuohan Chen, Jianlin Zhang in Applied Intelligence (2023)