ZENG Sanyou

Mailing Address

Mailing address: Department of Communication Engineering, School of Mechanical Engineering and Electronic Information, China University of Geosciences (Wuhan)

Postal code: 430074
Tel: 15327265227
Email: sanyouzeng@qq.com

Personal Profile

Zeng Sanyou, male, professor, doctoral supervisor, Master of Science in Partial Differentials, majoring in Applied Mathematics, Hunan University, Doctor of Engineering in Artificial Intelligence, majoring in Computer Software and Theory, Wuhan University, is mainly engaged in the research on intelligent optimization and its application in electronic information, especially in the field of antenna.

For research achievements, please refer to:

http://www.youtianxian.com:8080/dist/#/dashboard

He has published nearly 200 scientific papers on intelligent optimization and its applications, including 23 papers in important journals as the first author or corresponding author.

He has won 1 second prize of Provincial Science and Technology Progress Award, and 1 third prize of the Provincial Natural Science Award. He worked as a visiting scholar at University of Essex for one year in 2011.

He is an editorial board member of International Journal of Bio-Inspired Computation.

Under his guidance, the undergraduates have won 2 national second prizes and 1 third prize, 2 provincial grand prizes, 1 provincial first prize and 1 provincial second prize in the Challenge Cup. The undergraduates and postgraduates guided by him have won one second prize in the Second National Artificial Intelligence Application Scenario - Intelligent Control Competition. He had been recognized as a good teacher and friend for graduate students and the three-education model.

Recruitment Directions for Master's and Doctoral Programs

Swarm intelligence and machine learning algorithms

Application of intelligent optimization in antenna design, millimeter wave radar signal processing, direction finding signal processing, etc

Development and maintenance of online intelligent optimization application software

Research Information: intelligent optimization and applications

Intelligent optimization: The mathematical form of artificial intelligence is viewed as optimization in a data and knowledge environment

Programs as the principal investigator

1. **** Program: Data and knowledge driven ****** optimization techniques (2024/11-2026/10).

2. Industry-University-Institute Cooperation Crosswise Project: AI simulation assistant based on large models (2024/09-).

3. ****** Program: Research on ****** array electromagnetic optimization simulation technology (2020/11-2022/11), No.614******208.

4. ****** Program: Intelligent optimization technology for ****** ultra wideband antenna array (2019/01-2020/01), No.614******814.

5. Program supported by the National Natural Science Foundation of China: Model driven dynamic multi-objective evolutionary algorithm and its application in the optimization design of satellite antenna for solving time consumption (2013/01-2016/12), Program grant No.: 61271140.

6. Program supported by the National Natural Science Foundation of China: A study of multi-objective over-constrained evolutionary algorithms for the automatic design of satellite antennas ( 2009/01-2011/12), program granted No.: 60871021

7. Civil aerospace project: Research on optimization design technology for satellite electronic products based on evolutionary computation (2007/01-2010/12), No.: C52******318.

8. Civil aerospace project: Research on satellite-borne evolutionary antenna technology (2008/06-2010/06), No.: C42******305.

9. Program supported by the National Natural Science Foundation of China: Evolutionary computation method for optimization problems in dynamic environments (2005/01-2005/12), No.: 60473037.

10. 863 high-tech deep space exploration project: Design and application of evolutionary algorithm for integrated circuit of deep space detector (2004/06-2005/06). No.: 2004******105

Authoritative journal papers (first author or corresponding author)

1. Sanyou Zeng, Miao Gong, Fei Zhao, Jing-Yu Ji, Huanhuan Li, and Changhe Li, A Primal-dual Method with Decomposing Nonconvexity for Pattern Synthesis and its Application in Array Design[J]. Journal Of Global Optimization 2024. Submitted.

2. Hanhua Zou (postgraduate), Sanyou Zeng (corresponding author), Changhe Li, Jing-Yu Ji, A survey of machine learning and evolutionary computation for antenna modeling and optimization: Methods and challenges[J]. Engineering Applications of Artificial Intelligence 2024. Accepted,.

3. Jing-Yu Ji, Zusheng Tan, Sanyou Zeng (corresponding author, Li Siguang Program supervisor of the first author), Man-Leung Wong, An ε-constrained multiobjective differential evolution with adaptive gradient-based repair method for real-world constrained optimization problems[J], Applied Soft Computing, 2024, 152(2024):111202 (peer-recognized journal, SCI IF 8.7, JCR ranking for computer cross application 12/110≈ 10%). Hu Caie (postgraduate), Zeng Sanyou (corresponding author), Li Changhe. An Uncertainty Measure for Prediction of Non-Gaussian Process Surrogates[J]. Evolutionary Computation, 2023, 31(1): 53-71 (MIT Press, top journal in swarm intelligent computing).

4. Zeng Sanyou, Xiuqing Yang, Changhe Li, and Fei Zhao. A Fast Descent Search Algorithm for Shaped Beam Synthesis with the Desired Field Phases as Design Variables[J]. IEEE Transactions on Antennas and Propagation, 2023, 71(4): 3070 - 3079 (Top journal in the field of antennas).

5. Haihua Xie (postgraduate), Sanyou Zeng (corresponding author), and Yiqin Chen. A Lightweight Mid-range Arm-gesture Recognition System from mmWave Radar Point Clouds. IEEE Sensors Journal, 2023, 23(2): 1261-1270 (Top 15% of journals in electronics).

6. Jing-Yu Ji (undergraduate), Sanyou Zeng (corresponding author), Man Leung Wong. ε-Constrained Multiobjective Differential Evolution Using Linear Population Size Expansion[J]. Information Sciences, 609 (2022) 445–464 (Top journal in the field of information systems) .

7. Hu Caie (postgraduate), Zeng Sanyou (corresponding author), Li Changhe, et al. On Nonstationary Gaussian Process Model for Solving Data-Driven Optimization Problems[J]. IEEE Transactions on Cybernetics, 2021. DOI: 10.1109/TCYB.2021.3120188,online (Top journal in artificial intelligence).

8. Ruwang Jiao (postgraduate), Sanyou Zeng (corresponding author), Changhe Li, Shengxiang Yang, Yew-Soon Ong. Handling Constrained Many-Objective Optimization Problems via Problem Transformation. IEEE Transactions on Cybernetics, 2021, 51(10): 4834-4847 (Top journal in artificial intelligence).

9. Jiao Ruwang (postgraduate), Zeng Sanyou (corresponding author), Li Changhe, Ong Yew-Soon, Two-type weight adjustments in MOEA/D for highly constrained many-objective optimization, Information Sciences, 2021, 578(2021): 592-614 (Top journal in the field of information systems).

10. Xu Qinghui (postgraduate), Zeng Sanyou, Fei Zhao, Jiao Ruwang, and Li Changhe, “On Formulating and Designing Antenna Arrays by Evolutionary Algorithms”,  IEEE Transactions on Antennas and Propagation, 2021, 69(2): 1118-1129 (Top journal in the field of antennas).

11. Ruwang Jiao (postgraduate), Sanyou Zeng (corresponding author), Changhe Li, A Feasible-Ratio Control Technique for Constrained Optimization, Information Sciences (Top journal in the field of information systems).

12. Caie Hu (postgraduate),  Sanyou Zeng (corresponding author), Yuhong Jiang, Yongzhi Sun, Yuhong Jiang and Steven Gao. A Robust Technique without Additional Computational Cost in Evolutionary Antenna Optimization, IEEE Transactions on Antennas & Propagation (Top journal in the field of antennas).

13. Ruwang Jiao (postgraduate), Sanyou Zeng (corresponding author), Changhe Li, Yuhong Jiang, Yaochu Jin, A complete expected improvement criterion for Gaussian process assisted highly constrained expensive optimization, Information Sciences, , 471 (2019): 80–96 (Top journal in the field of information systems).

14. Zeng Sanyou, Jiao Ruwang, Li Changhe, Wang Rui. Constrained optimisation by solving equivalent dynamic loosely-constrained multiobjective optimisation problem [J]. International Journal of Bio-Inspired Computation, 2019, 13(2):86-101.

15. Li Changhe, Nguyen  Trung Thanh, Zeng Sanyou, Yang  Ming, Wu, Min, An Open Framework for Constructing Continuous Optimization Problems, IEEE Transactions on Cybernetics, 2019,49(6): 2316-2330 (Top journal in artificial intelligence).

16. Zhang Qing, Zhao Fei, Zeng Sanyou, Dynamic HypE for solving single objective optimisation problems, International Journal of Innovative Computing and Applications, 2019, 10(1): 51-58

17. Zeng Sanyou, Ruwang Jiao, Changhe Li, Member, IEEE, Xi Li, and Jawdat S. Alkasassbeh, A General Framework of Dynamic Constrained Multiobjective Evolutionary Algorithms for Constrained Optimization[J]. IEEE Transactions on Cybernetics, 2017, 47(9): 2678-2688 (Top journal in artificial intelligence).

18. Ruwang Jiao (postgraduate), Sanyou Zeng (corresponding author), Jawdat S. Alkasassbeh, Changhe Li, Dynamic multi-objective evolutionary algorithms for single-objective optimization [J]. Applied Soft Computing, 2017, 61(2017) :793-805 (Top 15% in the field of artificial intelligence).

19. Zeng Sanyou, Qin Sha, Li Changhe, Zhang Qing, Ding Lixin. A Preference Pareto Dominance with Partial Order [J], Chinese Journal of Computers, 2014, 37(9):2047- 2057 (ranking first in Chinese computer journals)

20. Zeng Sanyou, Cai Zhenhua, Zhang Qing, Kang Lishan. A Novel Method for Assessing the Diversity of Approximation Pareto Fronts [J]. Journal of Software, 2008,19(6):1301-1308 (ranking second in Chinese computer journals)

21. Zeng Sanyou, Wei Wei, Kang Lishan, Yao Shuzhen. A Multi-Objective Evolutionary Algorithm Based on Orthogonal Design [J]. Chinese Journal of Computers, 2005, 28(7):1153-1162 (ranking first in Chinese computer journals)

22. Zeng Sanyou, Li Hui, Ding Lixin, Yao Shuzhen. A Fast Algorithm for Finding Non-Dominated Set Based on Sorting [J]. Journal of Computer Research and Development, 2004, 41(9):1565-1571 (ranking third in Chinese computer journals)

23. Sanyou Y.Zeng, Lishan S.Kang, Lixing X.Ding. An Orthogonal Multi-objective Evolutionary Algorithm for Multi-objective Optimization Problems with Constraints[J]. Evolutionary Computation, 2004, 12(1): 77-98 (MIT Press, top journal in evolutionary computing).

Teaching

1. Mathematical fundamentals of artificial intelligence

2. Intelligent optimization

3. Microwave and Antenna

4. Computation method

5. Discrete mathematics

6. Data structure

7. C Programming