李国庆｜宁波大学｜学者主页

2026

Reinforcement learning assisted automatic niche selection for constrained multimodal multi-objective optimization

Guoqing Li, Yu Xin, Jun Niu, Zheng Wang, Jiacheng Chen, Fei Wu

Expert Systems With Applications，Vol. 297

DOI

2026

Deep reinforcement learning assisted adaptive guided vectors for large-scale multimodal multi-objective optimization

Min Zuo, Guoqing Li, Xin Yu

Swarm and Evolutionary Computation

DOI

2026

A dual-task-assisted self-organizing map evolutionary algorithm for constraining multimodal multi-objective optimization

Qianlin Ye, Zongda Wu, Keli Hu, Huawen Liu, Guoqing Li, Wanliang Wang

Swarm and Evolutionary Computation

DOI

2026

CBM3D-DCC 2D histogram and dual-learning gravitational search algorithm with the interval type-2 fuzzy logic for multilevel threshold color image segmentation

Yirui Wang, An-Jing Guo, Lijun Guo, Rong Zhang, Guoqing Li, Shangce Gao

Applied Soft Computing

DOI

2025

[Review] A multi-level prediction and elite individual-assisted evolutionary algorithm for dynamic multi-objective optimization and application

Zheng Wang, Guoqing Li, Zhongkui Chen, Wanliang Wang

Memetic Computing，Vol. 180, No. 10

DOI

2025

A priori injection strategy for dynamic multi-objective optimization via dynamic routing evolution method

Fei Wu, Jiacheng Chen, Wanliang Wang, Guoqing Li

Journal of Computational Design and Engineering

DOI

2025

A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning

Zheng Wang, Qianlin Ye, Wan-Liang Wang, Guoqing Li, Rui Dai

Swarm and Evolutionary Computation

DOI

2024

A neighborhood-assisted evolutionary algorithm for multimodal multi-objective optimization

Weiwei Zhang, Jiaqiang Li, Guoqing Li, Weizheng Zhang

Memetic Computing，Vol. 160, No. 20

DOI

2024

A dual-sampling based evolutionary algorithm for large-scale multi-objective optimization

Weiwei Zhang, Sanxing Wang, Guoqing Li, Weizheng Zhang, Xiao Rui Wang

Applied Soft Computing

DOI

2024

A dynamic-ranking-assisted co-evolutionary algorithm for constrained multimodal multi-objective optimization

Guoqing Li, Weiwei Zhang, Caitong Yue, Yirui Wang, Yu Xin, Kui Gao

Swarm and Evolutionary Computation

DOI

2024

Manifold-assisted coevolutionary algorithm for constrained multi-objective optimization

Weiwei Zhang, Jiaxin Yang, Guoqing Li, Weizheng Zhang, Gary G. Yen

Swarm and Evolutionary Computation

DOI

2024

Clustering-based evolutionary algorithm for constrained multimodal multi-objective optimization

Guoqing Li, Weiwei Zhang, Caitong Yue, Gary G. Yen

Swarm and Evolutionary Computation

DOI

2024

Dynamic-multi-task-assisted evolutionary algorithm for constrained multi-objective optimization

Qianlin Ye, Wanliang Wang, Guoqing Li, Zheng Wang

Swarm and Evolutionary Computation

DOI

2024

Balancing exploration and exploitation in dynamic constrained multimodal multi-objective co-evolutionary algorithm

Guoqing Li, Weiwei Zhang, Caitong Yue, Yirui Wang

Swarm and Evolutionary Computation

DOI

2024

A dynamic-speciation-based differential evolution with ring topology for constrained multimodal multi-objective optimization

Guoqing Li, Weiwei Zhang, Caitong Yue, Yirui Wang, Jun Tang, Shangce Gao

Information Sciences

DOI

2024

A spherical evolution algorithm with two-stage search for global optimization and real-world problems

Yirui Wang, Zonghui Cai, Lijun Guo, Guoqing Li, Yang Yu, Shangce Gao

Information Sciences

DOI

2024

A self-organizing assisted multi-task algorithm for constrained multi-objective optimization problems

Qianlin Ye, Wanliang Wang, Guoqing Li, Rui Dai

Information Sciences

DOI

2023

Cooperative tri-population based evolutionary algorithm for large-scale multi-objective optimization

Weiwei Zhang, Sanxing Wang, Guoqing Li, Weizheng Zhang

Expert Systems With Applications，Vol. 227

DOI

2023

Competitive swarm optimization with subset selection based manifold learning for multimodal multi-objective optimization

Weiwei Zhang, Yan Fan, Gary G. Yen, Feiyu Wang, Guoqing Li

Information Sciences

DOI

2023

A ring-hierarchy-based evolutionary algorithm for multimodal multi-objective optimization

Guoqing Li, Mengyan Sun, Yirui Wang, Wanliang Wang, Weiwei Zhang, Caitong Yue, Guodao Zhang

Swarm and Evolutionary Computation

DOI

2023

Two-stage adaptive differential evolution with dynamic dual-populations for multimodal multi-objective optimization with local Pareto solutions

Guoqing Li, Wanliang Wang, Caitong Yue, Weiwei Zhang, Yirui Wang

Information Sciences

DOI

李国庆

精选作品

期刊论文

Reinforcement learning assisted automatic niche selection for constrained multimodal multi-objective optimization

Deep reinforcement learning assisted adaptive guided vectors for large-scale multimodal multi-objective optimization

A dual-task-assisted self-organizing map evolutionary algorithm for constraining multimodal multi-objective optimization

CBM3D-DCC 2D histogram and dual-learning gravitational search algorithm with the interval type-2 fuzzy logic for multilevel threshold color image segmentation

[Review] A multi-level prediction and elite individual-assisted evolutionary algorithm for dynamic multi-objective optimization and application

A priori injection strategy for dynamic multi-objective optimization via dynamic routing evolution method

A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning

A neighborhood-assisted evolutionary algorithm for multimodal multi-objective optimization

A dual-sampling based evolutionary algorithm for large-scale multi-objective optimization

A dynamic-ranking-assisted co-evolutionary algorithm for constrained multimodal multi-objective optimization

Manifold-assisted coevolutionary algorithm for constrained multi-objective optimization

Clustering-based evolutionary algorithm for constrained multimodal multi-objective optimization

Dynamic-multi-task-assisted evolutionary algorithm for constrained multi-objective optimization

Balancing exploration and exploitation in dynamic constrained multimodal multi-objective co-evolutionary algorithm

A dynamic-speciation-based differential evolution with ring topology for constrained multimodal multi-objective optimization

A spherical evolution algorithm with two-stage search for global optimization and real-world problems

A self-organizing assisted multi-task algorithm for constrained multi-objective optimization problems

Cooperative tri-population based evolutionary algorithm for large-scale multi-objective optimization

Competitive swarm optimization with subset selection based manifold learning for multimodal multi-objective optimization

A ring-hierarchy-based evolutionary algorithm for multimodal multi-objective optimization

Two-stage adaptive differential evolution with dynamic dual-populations for multimodal multi-objective optimization with local Pareto solutions

研究方向