姓 名：孟振宇
职 称：教授
电子邮箱：zy.meng@fjut.edu.cn
教育背景：
理学学士 （计算机科学与技术），山东师范大学，中国，2008；
工学硕士 （计算机科学与技术），哈尔滨工业大学，中国，2011；
工学博士 （计算机应用技术）, 哈尔滨工业大学，中国，2018。
讲授课程:
智能算法分析与设计、学术论文写作等
研究领域:
人工智能、计算智能、图神经网络
科研项目（纵向、横向）：
1.国家自然科学基金青年项目，基于拟仿射变换的进化类优化方法研究 （项目编号：61906042），2020.01-2022.12，主持，已结题。
2.福建省自然科学基金青年项目，基于QUATRE架构的单目标黑盒优化方法研究 （项目编号：2021J05227），2021.11-2024.10，主持，已结题。
3.电子科技大学国自然面上外协项目，数据的AI智能分析，（项目编号：GY-H-21198），2021.09-2021.12，主持，已结题。
4. 福建理工大学科研项目，进化计算类优化算法研究（项目编号：GY-Z19013），2019.04-2023.03，主持，已结题。
代表性论文：
[1] Song, Zhenghao (硕士生), Chongle Ren (硕士生), and Zhenyu Meng*. Parameter Identification of Photovoltaic Models using an Improved Differential Evolution with Selective Perturbation. IEEE Transactions on Industrial Informatics 21, no 4 (2025):2908-2916. CAA-A*类,中科院一区
[2] Xiang, Wang, Hao Dou, Dibo Dong, and Zhenyu Meng*. Graph anomaly detection based on hybrid node representation learning. Neural Networks 185 (2025): 107169. CAA- A类，CAAI/CCF-B类，中科院一区
[3] Yu, Laiqi (硕士生), Zhenyu Meng*, Lingping Kong, Václav Snásel, and Jeng-Shyang Pan. Surrogate-Assisted Differential Evolution: A Survey. Swarm and Evolutionary Computation 94 (2025): 101879. CAAI -B类，中科院一区
[4] Yu, Laiqi (硕士生), Zhenyu Meng*, and Haibin Zhu. A Hierarchical Surrogate-Assisted Differential Evolution With Core Space Localization.IEEE Transactions on Cybernetics 55, no.2 (2025): 939-952. CAAI-A类，中科院一区
[5] Ren, Chongle (硕士生), and Zhenyu Meng*. A survey on expensive optimization problems using Differential Evolution. Applied Soft Computing 170 (2025): 112727. 中科院一区
[6] Xu, Qiutong (硕士生), and Zhenyu Meng*. Differential Evolution with multi-stage parameter adaptation and diversity enhancement mechanism for numerical optimization. Swarm and Evolutionary Computation 92 (2025): 101829. CAAI -B类，中科院一区
[7] Zhou, Wencan (硕士生), and Zhenyu Meng*. An adaptive differential evolution with dynamic perturbation and dimensional bidirectional crossover mechanism for diversity enhancement. Engineering Applications of Artificial Intelligence 141 (2025): 109750. CAA- A类，中科院一区
[8] Yu, Laiqi (硕士生), and Zhenyu Meng*. Surrogate-Assisted Differential Evolution with multiple sampling mechanisms for high-dimensional expensive problems.Information Sciences 687 (2025): 121408. CAA- A类，CAAI/CCF-B类，中科院一区
[9] Li, Juncan (硕士生), and Zhenyu Meng*. Elite-guided Resampling and Multi-mutation based Differential Evolution with exponential crossover for numerical optimization. Expert Systems with Applications 258 (2024): 125159. CAA-A类，中科院一区
[10] Zhang, Quanbin (硕士生), and Zhenyu Meng*. HAPI-DE: Differential evolution with hierarchical archive-based mutation strategy and promising information. Swarm and Evolutionary Computation 91 (2024): 101705. CAAI -B类，中科院一区
[11] Ren, Chongle (硕士生), Zhenghao Song (硕士生), Zhenyu Meng*, and Jeng-Shyang Pan. Surrogate-assisted fully-informed particle swarm optimization for high-dimensional expensive optimization. Applied Soft Computing 167 (2024): 112464. 中科院一区
[12] Ren, Chongle (硕士生), Zhenghao Song (硕士生), and Zhenyu Meng*. Photovoltaic model parameters identification using diversity improvement-oriented differential evolution. Swarm and Evolutionary Computation 90 (2024): 101689. CAAI -B类，中科院一区
[13] Lin, Xin (硕士生), and Zhenyu Meng*. Surrogate-assisted evolutionary framework with an ensemble of teaching-learning and differential evolution for expensive optimization.Information Sciences 680 (2024): 121137. CAA- A类，CAAI/CCF-B类，中科院一区
[14] Wang, Xiang, Weikang Deng (硕士生), Zhenyu Meng*, and Dewang Chen. Hybrid-attention mechanism based heterogeneous graph representation learning. Expert Systems with Applications 250 (2024): 123963. CAA-A类，中科院一区
[15] Meng, Zhenyu*, and Xin Lin. ACD-DE: An adaptive cluster division Differential Evolution for mitigating population diversity deficiency.Information Sciences 679 (2024): 121091. CAA- A类，CAAI/CCF-B类，中科院一区
[16] Lin, Xin (硕士生), and Zhenyu Meng*. An adaptative differential evolution with enhanced diversity and restart mechanism. Expert Systems with Applications 249 (2024): 123634. CAA-A类，中科院一区
[17] Ren, Chongle (硕士生), Zhenghao Song (硕士生), and Zhenyu Meng*. Differential Evolution with fitness-difference based parameter control and hypervolume diversity indicator for numerical optimization. Engineering Applications of Artificial Intelligence 133 (2024): 108081. CAA- A类，中科院一区
[18] Li, Juncan (硕士生), and Zhenyu Meng*. Global Opposition Learning and Diversity ENhancement based Differential Evolution with exponential crossover for numerical optimization. Swarm and Evolutionary Computation 87 (2024): 101577. CAAI -B类，中科院一区
[19] Song, Zhenghao (硕士生), Chongle Ren (硕士生), and Zhenyu Meng*. An adaptive differential evolution with opposition-learning based diversity enhancement. Expert Systems with Applications 243 (2024): 122942. CAA-A类，中科院一区
[20] Yu, Laiqi (硕士生), Chongle Ren (硕士生), and Zhenyu Meng*. A Surrogate-Assisted Differential Evolution with fitness-independent parameter adaptation for high-dimensional expensive optimization.Information Sciences 662 (2024): 120246. CAA- A类，CAAI/CCF-B类，中科院一区
[21] Song, Zhenghao (硕士生), Chongle Ren (硕士生), and Zhenyu Meng*. Differential Evolution with perturbation mechanism and covariance matrix based stagnation indicator for numerical optimization. Swarm and Evolutionary Computation 84 (2024): 101447. CAAI -B类，中科院一区
[22] Meng, Zhenyu*, and Junyuan Zhang. QUATRE-EMS: QUATRE algorithm with novel adaptation of evolution matrix and selection operation for numerical optimization. Information Sciences 651 (2023): 119714. CAA- A类，CAAI/CCF-B类，中科院一区
[23] Meng, Zhenyu*, and Quanbin Zhang. HPDE: A dynamic hierarchical population based differential evolution with novel diversity metric. Engineering Applications of Artificial Intelligence 126 (2023): 106989. CAA- A类，中科院一区
[24] Zhang, Quanbin (硕士生), and Zhenyu Meng*. Adaptive differential evolution algorithm based on deeply-informed mutation strategy and restart mechanism. Engineering Applications of Artificial Intelligence 126 (2023): 107001. CAA- A类，中科院一区
[25] Meng, Zhenyu*, and Yuxin Chen. Differential Evolution with exponential crossover can be also competitive on numerical optimization. Applied Soft Computing 146 (2023): 110750. 中科院一区
[26] Song, Zhenghao (硕士生), and Zhenyu Meng*. Differential Evolution with wavelet basis function based parameter control and dimensional interchange for diversity enhancement. Applied Soft Computing 144(2023): 110492. 中科院一区
[27] Meng, Zhenyu*, Zhenghao Song, Xueying Shao, Junyuan Zhang, and Huarong Xu. FD-DE: Differential Evolution with fitness deviation based adaptation in parameter control. ISA Transactions 139(2023):272-290. 中科院一区
[28] Meng, Zhenyu*. Dimension improvements based adaptation of control parameters in Differential Evolution: A fitness-value-independent approach. Expert Systems with Applications 223 (2023): 119848. CAA-A类，中科院一区
[29] Meng, Zhenyu*, Cheng Yang Two-stage Differential Evolution with novel parameter control.Information Sciences 596 (2022): 321-342 (Paper/Code). CAA- A类，CAAI/CCF-B类，中科院一区
[30] Meng, Zhenyu*, Yuxin Zhong, Guojun Mao, Yan Liang, PSO-sono: A novel PSO variant for single-objective numerical optimization.Information Sciences 586 (2022): 176-191 (Paper/Code). CAA- A类，CAAI/CCF-B类，中科院一区
[31] Meng, Zhenyu*, Yuxin Zhong, Cheng Yang, CS-DE: Cooperative Strategy based Differential Evolution with Population Diversity Enhancement.Information Sciences 577 (2021):663-696 (Paper/Code). CAA- A类，CAAI/CCF-B类，中科院一区
[32] Meng, Zhenyu*, Cheng Yang, Hip-DE: Historical population based mutation strategy in Differential Evolution with parameter adaptive mechanism. Information Sciences 562 (2021): 44-77 (Paper/Code). CAA- A类，CAAI/CCF-B类，中科院一区
[33] Meng, Zhenyu*, Yuxin Chen, Xiaoqing Li, Cheng Yang and Yuxin Zhong, Enhancing QUasi-Affine TRansformation Evolution (QUATRE) with adaptation scheme on numerical optimization. Knowledge-Based Systems 197C (2020) 105908 : 1-25. (Paper/Code) CAA- A类，CAAI -B类，中科院一区
[34] Meng, Zhenyu*, Jeng-Shyang Pan and Kun-Kun Tseng. PaDE: An enhanced Differential Evolution algorithm with novel control parameter adaptation schemes for numerical optimization. Knowledge-Based Systems 168C (2019): 80-99. (Paper/ Code) CAA- A类，CAAI -B类，中科院一区ESI高被引
[35] Meng, Zhenyu*, and Jeng-Shyang Pan. QUasi-Affine TRansformation Evolution with External ARchive (QUATRE-EAR): an enhanced structure for differential evolution. Knowledge-Based Systems 155C (2018): 35-53. (Paper/ Code). CAA- A类，CAAI -B类，中科院一区
[36] Meng, Zhenyu*, Jeng-Shyang Pan, and Lingping Kong. Parameters with adaptive learning mechanism (PALM) for the enhancement of differential evolution. Knowledge-Based Systems 141C (2018): 92-112. (Paper/ Code) CAA- A类，CAAI -B类，中科院一区
[37] Meng, Zhenyu*, Jeng-Shyang Pan, and Huarong Xu. QUasi-Affine TRansformation Evolutionary (QUATRE) algorithm: a cooperative swarm based algorithm for global optimization. Knowledge-Based Systems 109C (2016): 104-121. CAA- A类，CAAI -B类，中科院一区
[38] Meng, Zhenyu*, and Jeng-Shyang Pan. Monkey king evolution: a new memetic evolutionary algorithm and its application in vehicle fuel consumption optimization. Knowledge-Based Systems 97C (2016): 144-157. (Paper/ Code) CAA- A类，CAAI -B类，中科院一区
[39] Meng, Zhenyu*, Yuxin Chen, Xiaoqing Li and Fang Lin, PaDE-NPC: Parameter adaptive Differential Evolution with novel parameter control for single-objective optimization. IEEE Access 8 (2020): 139460 - 139478. DOI: 10.1109/ACCESS.2020.3012885(Paper/Code). WoS JCR 一区
[40] Meng, Zhenyu*, Yuxin Chen, and Xiaoqing Li. Enhancing Differential Evolution with Novel Parameter Control. IEEE Access 8 (2020): 51145-51167 DOI: 10.1109/ACCESS.2020.2979738 (Paper/Code)WoS JCR 一区
[41] Meng, Zhenyu*, Cheng Yang, Xiaoqing Li, and Yuxin Chen. Di-DE: Depth information based Differential Evolution with adaptive parameter control for numerical optimization.IEEE Access 8 (2020): 40809-40827 DOI: 10.1109/ACCESS.2020.2976845 (Paper/Code)WoS JCR 一区
[42] Meng, Zhenyu, and Jeng-Shyang Pan*. HARD-DE:Hierarchical ARchive based mutation strategy with Depth information of evolution for the enhancement of Differential Evolution on numerical optimization. IEEE ACCESS 7 (2019): 12832-12854 DOI: 10.1109/ACCESS.2019.2893292 (Paper/ Code) WoS JCR 一区
中科院一区期刊Swarm and Evolutionary Computation 副主编，波兰科学院研究员Prof. Adam Piotrowski来信告知该HARD-DE 算法为解决空气水模型最佳算法，相关论文发表在中科院一区期刊Journal of Hydrology中，论文参见：https://www.sciencedirect.com/science/article/abs/pii/S0022169421002663
Selected First-Author Tier 1 Conf. Papers:
Meng, Zhenyu*, Jeng-Shyang Pan, CS-DE: Differential Evolution with Cooperative Strategy for numerical optimization, 2019 IEEE Symposium Series on Computational Intelligence (SSCI), 2656-2663
Meng, Zhenyu*, Jeng-Shyang Pan, Fang Lin,The QUATRE structure: An efficient approach to tackling the structure bias in Differential Evolution, 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC), 3074-3079
Meng, Zhenyu*, Jeng-Shyang Pan, QUasi-Affine TRansformation Evolutionary (QUATRE) algorithm: the framework analysis for global optimization and application in hand gesture segmentation, 2016 IEEE 13th International Conference on Signal Processing (ICSP), 1832-1837
Meng, Zhenyu*, and Jeng-Shyang Pan. A competitive QUasi-Affine TRansformation Evolutionary (C-QUATRE) algorithm for global optimization,2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC),1644-1649 (Paper/ Code)
Meng, Zhenyu*, and Jeng-Shyang Pan. QUasi-affine TRansformation Evolutionary (QUATRE) algorithm: a parameter-reduced differential evolution algorithm for optimization problems,2016 IEEE Congress on Evolutionary Computation (CEC),4082-4089(Paper/ Code)
奖项与荣誉：
1.中国通讯学会 科技进步三等奖；
2.2020年福建省高层次引进人才C类。