史玉回

讲席教授

智能科学与工程创新中心

E-mail: shiyh@sustc.edu.cn
个人主页

史玉回教授是国际计算智能领域专家，粒子群算法创始人之一，也是头脑风暴优化算法创始人，美国电子电气工程师协会会士（IEEE Fellow）。现任Journal of Swarm Intelligence等国际学术期刊编委，IEEECIS群体智能任务组主席。

史玉回教授1992年博士毕业于东南大学并留校任教，先后在美国、韩国、澳大利亚等地从事研究工作，在美国期间，曾与粒子群优化算法创始人James Kenney 和Russell Eberhart合作在《IEEE Trans. EC》等权威期刊发表过多篇奠基性学术论文，是英文专著《群体智能》和《计算智能：从概念到实现》的作者之一。

研究方向

头脑风暴优化算法；粒子群优化算法；群体智能；演化计算；机器学习；计算智能；人工智能；数据科学；智能系统

教育背景

1989年1月-1992年10月，东南大学无线电工程系，博士

1986年9月-1988年12月，重庆大学电气工程系，硕士

1980年9月-1984年7月，湖南大学电气工程系，学士

工作经历

2016年9月至今，南方科技大学计算机科学与工程系讲席教授

2008年1月-2016年8月，西交利物浦大学电子与电气工程系教授

1998年10月-2007年12月，美国电子数据系统公司（现惠普公司）应用专家

1997年6月-1998年9月，美国Indiana University Purdue University Indianapolis电气与计算机工程系研究员

1995年10月-1997年5月，美国Indiana University Purdue University Indianapolis电气与计算机工程系博士后

1995年1月-1995年9月，韩国科学技术院计算机系博士后

1994年5月-1994年12月，澳大利亚ADFA（新南威士大学）计算机系访问学者

1993年5月-1994年4月，加拿大Concordia大学电气与计算机工程系博士后

1992年10月-1993年4月，东南大学无线电工程系讲师

1984年8月-1986年8月，江苏大学电气工程系助教

荣誉与奖项

IEEE Fellow

代表文章

1. Quande Qin, Shi Cheng, Qingyu Zhang, Li Li, and Yuhui Shi, Particle Swarm Optimization With Interswarm Interactive Learning Strategy, IEEE Transactions on Cybernetics, VOL. 46, NO. 10, October 2016.

2. Shi Cheng, Quande Qin, Junfeng Chen, and Yuhui Shi, Brain storm optimization algorithm: a review, Artificial Intelligence Review, First online: 26 February 2016.

3. Yali Wu, Ge Liu, Xiaoping Guo, Yuhui Shi, and Lixia Xie, A self-adaptive chaos and Kalman filter-based particle swarm optimization for economic dispatch problem, Soft Computing, DOI 10.1007/s00500-015-2013-x

4. Zhengxuan Jia, Haibin Duan, Yuhui Shi, Hybrid Brain Storm Optimization and Simulated Annealing Algorithm for Continuous Optimization Problems, International Journal of Bio-Inspired Computation, Vol.8, No.2, 2016, pp.109-121. 

5. Haibin Duan, Pei Li, Yuhui Shi, Xiangyin Zhang, and Changhao Sun, Interactive Learning Environment for Bio-Inspired Optimization Algorithms for UAV Path Planning, IEEE Transactions on Education, Vol. 58, No.4, November 2015, pp.276-281.

6. Shi Cheng, Quande Qin, Yuhui Shi, Qingyu Zhang, and Ruibin Bai, Analytics on Fireworks Algorithm Solving Problems with Shift in Decision Space and Objective Space, International Journal of Swarm Intelligence Research (IJSIR), 6(2), 36-54.

7. Quande Qin, Shi Cheng, Qingyu Zhang, Li Li, and Yuhui Shi (2015). Biomimicry of Bio-parasitic Behavior in Coevolutionary Particle Swarm Optimization. Applied Soft Computing, Volume 32, July 2015, Pages 224–240.

8. Quande Qin, Shi Cheng, Qingyu Zhang, Li Li, and Yuhui Shi, Artificial Bee Colony Algorithm with Time-Varying Strategy, Discrete Dynamics in Nature and Society, vol. 2015, Article ID 674595, 17 pages, 2015.

9. Huaxin Qiu, Haibin Duan, Yuhui Shi, A decoupling receding horizon search approach to agent routing and optical sensor tasking based on brain storm optimization, Journal Optik 126 (2015) 690–696, Elsevier.

10. Quande Qin, Shi Cheng, Qingyu Zhang, Yiming Wei, Yuhui Shi，Multiple strategies based orthogonal design particle swarm optimizer for numerical optimization，Computers & Operations Research，60(2015), pp.91-110.

11. Shi Cheng, Yuhui Shi, Quande Qin, Qingyu Zhang and Ruibin Bai, Population diversity maintenance in brain storm optimization algorithm, JAISCR, 2014, Vol. 4, No. 2, pp. 8 3 -97.

12. Yuting Yang, Yuhui Shi, Shunren Xia. Advanced discussion mechanism-based brain storm optimization algorithm, Soft Computing, October 2015, Volume 19, Issue 10, pp 2997-3007.  

13. Yuhui Shi, Developmental Swarm Intelligence, International Journal of Swarm Intelligence Research (IJSIR), 5(1), 36-54.

14. Yuhui Shi, Jingqian Xue, & Yali Wu (2013), Multi-Objective Optimization Based on Brain Storm Optimization Algorithm. International Journal of Swarm Intelligence Research (IJSIR), 4(3), 1-21.

15. Weineng Chen, Jun Zhang, Ying Lin, Ni Chen, Zhihui Zhan, Henry Shu-hung Chung, Yun Li, and Yuhui Shi, Particle Swarm Optimization with an Aging Leader and Challengers,  IEEE Transactions on Evolutionary Computation, vol.17, no.2, pp.241-258, April 2013.

16. Changhao Sun， Haibin Duan，and Yuhui Shi，Optimal Satellite Formation Reconfiguration Based on Closed-loop Brain Storm Optimization， IEEE Computational Intelligence Magazine, November 2013

17. Haibin Duan, Shuangtian Li, and Yuhui Shi, Predator-Prey Brain Storm Optimization for DC Brushless Motor, IEEE Transactions on Magnetics, Vol.49, No.10, October 2013 

18. Jinghui Zhong, Meie Shen, Jun Zhang, Henry Shu-Hung Chung, Yuhui Shi, and Yun Li, A Differential Evolution Algorithm with Dual Populations for Solving Periodic Railway Timetable Scheduling Problem, IEEE Transactions on Evolutionary Computation, Vol. 17, No.4, August 2013.

19. Haibin Duan, Qinan Luo, Yuhui Shi, and Guanjun Ma, Hybrid particle swarm optimization and genetic algorithm for multi-UAV formation reconfiguration, IEEE Computational Intelligence Magazine, pp. 16-27, August 2013

20. Zhihui Zhan, Jingjing Li, Jiannong Cao, Jun Zhang, Henry Shu-Hung, Yuhui Shi, Multiple Population for Multiple Objectives: A Coevolutionary Technique for Solving Multiobjective Optimization Problems, IEEE Transactions on Systems, Man, and Cybernetics – Part B: Cybernetics, Vol.43, No.2, April 2013

21. Yang Lou , Junli Li , Yuhui Shi and Linpeng Jin (2013): Gravitational Co-evolution and Opposition-based Optimization Algorithm, International Journal of Computational Intelligence Systems, 6:5, 849-861 

22. Shi Cheng, Yuhui Shi, and Quande Qin, Population Diversity of Particle Swarm Optimizer Solving Single and Multi-Objective Problems, International Journal of Swarm Intelligence Research, Vol.3, No.4, pp.24-61, December, 2012

23. Shi Cheng, Yuhui Shi, and Quande Qin, A Study of Normalized Population Diversity in Particle Swarm Optimization, International Journal of Swarm Intelligence Research, Vol.4, No.1, pp.1-34, , 2013

24. Yuejiao Gong, Jun Zhang, Henry Shu-hung Chung, Weineng Chen, Zhihui Zhan, Yun Li, and Yuhui Shi, An Efficient Resource Allocation Scheme Using Particle Swarm Optimization, IEEE Transactions on Evolutionary Computation, vol. 16, no. 6, December 2012, pp.801-816

25. Xiaodan Zhang, Yifeng Zhang, Yuhui Shi, Li Zhao, Cairong Zou, Power Control Algorithm in Cognitive Radio System Based on Modified Shuffled Frog Leaping Algorithm, International Journal of Electronics and Communication, Vol. 66, No. 6 (2012) pp.448-454

26. Junli Li, Yang Lou, and Yuhui Shi, An Optimization Algorithm Based on Binary Difference and Gravitational Evolution, International Journal of Computational Intelligence Systems, Volume 5, Issue 3, May, 2012 

27. Ying Lin, Jun Zhang, Henry Shu-Hung Chung, Wai Hung Ip, Yun Li, and Yuhui Shi, An Ant Colony Optimization Approach for Maximizing the Lifetime  of Heterogeneous Wireless Sensor Networks, IEEE Transactions on Systems, Man, and Cybernetics – Part C: Applications and Reviews, Vol.42, No.3, May 2012.

28. Yuejiao Gong, Jun Zhang, Ou Liu, Ruizhang Huang, Henry Shuhung Chung, and Yuhui Shi, Optimizing Vehicle Routing Problem with Time Windows: A Discrete Particle Swarm Optimization Approach, IEEE Transactions on Systems, Man, and Cybernetics – Part C: Applications and Reviews, vol.42 no.2, pp.254-267, March 2012.

29. Yuhui Shi, An Optimization Algorithm Based on Brainstorming Process, International Journal of Swarm Intelligence Research, Vol.2, No.4, pp.35-62, December, 2011 

30. Shi Cheng, Yuhui Shi, and Quande Qin,  Experimental Study on Boundary Constraints Handling in Particle Swarm Optimization: From Population Diversity Perspective, International Journal of Swarm Intelligence Research, Vol.2, No.3, pp.35-62, September, 2011 

31. Zhihui Zhan，Jun Zhang，Yun Li，Yuhui Shi, Orthogonal Learning Particle Swarm Optimization, IEEE Transactions on Evolutionary Computation, vol.15, No.6, December 2011, pp.832-847

32. Jun Zhang, Zhihui Zhang, Ying Li, Ni Chen, Yuejiao Gong, Jinghui Zhong, Henry S.H. Chung, Yun Li, Yuhui Shi, Evolutionary Computation Meets Machine Learning: A Survey, IEEE Computational Intelligence Magazine, Vol. 6, No. 4, November 2011, pp. 68-75.

33. Zexuan Zhu, Jiwrui Zhou, Zhen Ji, and Yuhui Shi, DNA Sequence Compression Using Adaptive Particle Swarm Optimization Based Memetic Algorithm, IEEE Transactions on Evolutionary Computation, Vol.15, No.5, October 2011, pp.643-658

34. Xiaomin Hu, Jun Zhang, Henry Chung, Yuanlong Li, and Yuhui Shi, Hybrid Genetic Algorithm Using a Forward Encoding Scheme for Lifetime Maximization of Wireless Sensor Networks, IEEE Transactions on Evolutionary Computation, vol.14, No.5, October 2010, pp.766-781

35. Weineng Chen, Jun Zhang, Henry Chung, Wenliang Zhong, Weigang Wu, and Yuhui Shi, A Novel Set-Based Particle Swarm Optimization Method for Discrete Optimization Problems, IEEE Transactions on Evolutionary Computation ,vol.14, No.2, April 2010, pp.278-300.  

36. Chunguo Li, Luxi Yang, and Yuhui Shi, An Asymptotically Optimal Cooperative Relay Scheme for Two-Way Relaying Protocol, IEEE Signal Processing Letters, vol. 17, issue 2, 2010, pp. 145-148.

37. Yuhui Shi and Russ Eberhart, Monitoring of Particle Swarm Optimization, Frontiers of Computer Science in China, vol. 3, no. 1, March 2009, pp.31-37.