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Dr. Huixiang Zhen

Find my publications and research codes on:

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Note: The papers provided here are for faster dissemination and academic research convenience. Copyright of the final published versions belongs to the respective publishers.

Journal Publications

  1. Huixiang Zhen, Wenyin Gong, Ling Wang, Xiangyun Hu. "Surrogate-assisted Efficient Grouping Evolutionary Search for Expensive Large-Scale Multi-Objective Optimization," IEEE Transactions on Evolutionary Computation, 2025, Accepted. doi: 10.1109/TEVC.2025.3626334 [Code]

  2. Huixiang Zhen, Bing Xue, Wenyin Gong, Mengjie Zhang, Ling Wang. "Offline Evolutionary Optimization with Problem-driven Model Pool Design and Weighted Model Selection Indicator," Swarm and Evolutionary Computation, 2025, 97: 102034. doi: 10.1016/j.swevo.2025.102034 [Code]

  3. Fei Ming, Bing Xue, Mengjie Zhang, Wenyin Gong, Huixiang Zhen. "Constrained Multi-objective Optimization via Relaxations on Both Constraints and Objectives," IEEE Transactions on Artificial Intelligence, 2024. doi:10.1109/TAI.2024.3454025

  4. Fei Ming, Wenyin Gong, Huixiang Zhen, Ling Wang, Liang Gao. "Constrained Multi-objective Optimization Evolutionary Algorithm for Real-world Continuous Mechanical Design Problems," Engineering Applications of Artificial Intelligence, 2024. doi:10.1016/j.engappai.2024.108673

  5. Kuihua Huang, Huixiang Zhen, Wenyin Gong, Rui Wang, Weiwei Bian. "Surrogate-assisted Evolutionary Sampling Particle Swarm Optimization for High-dimensional Expensive Optimization," Neural Computing and Applications, 2023. doi:10.1007/s00521-023-08661-3 [Code]

  6. Huixiang Zhen, Shijie Xiong, Wenyin Gong, Ling Wang. "Neighborhood Evolutionary Sampling with Dynamic Repulsion for Expensive Multimodal Optimization," Information Sciences, 2023. doi:10.1016/j.ins.2023.02.049 [Code]

  7. Junhua Ku, Huixiang Zhen*, Wenyin Gong. "Offline Data-driven Optimization Based on Dual-scale Surrogate Ensemble," Memetic Computing, 2022. doi:10.1007/s12293-022-00380-x

  8. Huixiang Zhen, Wenyin Gong, Ling Wang. "Evolutionary Sampling Agent for Expensive Problems," IEEE Transactions on Evolutionary Computation, 2022. doi:10.1109/TEVC.2022.3177605 [Code]

  9. Huixiang Zhen, Wenyin Gong, Ling Wang. "Offline Data-driven Evolutionary Optimization Based on Model Selection," Swarm and Evolutionary Computation, 2022, 71: 101080. doi:10.1016/j.swevo.2022.101080 [Code]

  10. Fangzhou Yu, Wenyin Gong, Huixiang Zhen. "A Data-driven Evolutionary Algorithm with Multi-evolutionary Sampling Strategy for Expensive Optimization," Knowledge-Based Systems, 2022: 108436. doi:10.1016/j.knosys.2022.108436

  11. Huixiang Zhen, Wenyin Gong, Ling Wang, Fei Ming, Zuowen Liao. "Two-Stage Data-Driven Evolutionary Optimization for High-Dimensional Expensive Problems," IEEE Transactions on Cybernetics, 2021. doi:10.1109/TCYB.2021.3118783 [Code]

  12. Huixiang Zhen, Wenyin Gong, Ling Wang. "Data-driven Evolutionary Sampling Optimization for Expensive Problems," Journal of Systems Engineering and Electronics, vol. 32, no. 2, pp. 318-330, 2021. doi:10.23919/JSEE.2021.000027 [Code]

  13. Fei Ming, Wenyin Gong, Huixiang Zhen, Ling Wang, Zuowen Liao. "A Simple Two-stage Evolutionary Algorithm for Constrained Multi-objective Optimization," Knowledge-Based Systems, 2021, 228: 107263. doi:10.1016/j.knosys.2021.107263

  14. Huixiang Zhen, Yuanyuan Li, Yushan Yang. "Transformation from Total-field Magnetic Anomaly to the Projection of the Anomalous Vector onto the Normal Geomagnetic Field Based on an Optimization Method," Geophysics, 2019, 84(5): J43-J55. doi:10.1190/geo2018-0671.1