[1] 国家自然科学青年基金，高速列车“车-轨”回流耦合机制与抑制方法，2018/01-2020/12，主持（在研）。 [2] 中央高校科技创新项目, 永磁—电磁混合型磁浮列车悬浮系统动态特性研究, 2018/01-2019/12，主持（在研）。 [3] 磁浮技术与磁浮列车教育部重点实验室开放课题，磁浮列车用无齿环形绕组直线感应电机研究，2016/10-2019/12，主持（在研）

[1] Song Xiao, M. Rotaru and J. K. Sykulski. Adaptive Weighted Expected Improvement With Rewards Approach in Kriging Assisted Electromagnetic Design. IEEE Transactions on Magnetics, 49(5)： 2057-2060， 2013.(SCI: 000319076200128, IF:1.386, A+) [2] Song Xiao, M. Rotaru and J. K. Sykulski. Six sigma quality approach to robust optimization. IEEE Transactions on Magnetics, 51(3)： 1-4，2015. (SCI: 000353626200049, IF: 1.386, A+) [3] Song Xiao, M. Rotaru and J. K. Sykulski. Correlation matrices in kriging assisted optimisation of electromagnetic devices. IET Science, Measurement and Technology, 9(2)： 189-196, 2015. (SCI: 000351629500007, IF=0.954, A) [4] Song Xiao, M. Rotaru and J. K. Sykulski. Robust design optimisation of electromagnetic devices exploiting gradient indices and Kriging. IET Science, Measurement and Technology, 9(4)：400-409，2015. (SCI: 000357079800002, IF=0.954, A) [5] Song Xiao, M. Rotaru and J. K. Sykulski. Consideration of uncertainty in robust optimization of electromagnetic devices. International Journal of Applied Electromagnetics and Mechanics, 46(2)：427-436，2014. (SCI: 000342561400015, IF=0.815, A) [6] Yinjiang Li, Song Xiao, M. Rotaru and J. K. Sykulski. A Dual Kriging Approach with Improved Points Selection Algorithm for Memory Efficient Surrogate Optimization in Electromagnetics. IEEE Transactions on Magnetics, 52(3)： 1-4， 2015.(SCI期刊论文: 000372254000029, IF:1.386, A+) [7] Song Xiao, M. Rotaru and J. K. Sykulski. Exploration versus exploitation using kriging surrogate modelling in electromagnetic design. COMPEL: The International Journal for Computation and Mathematics in Electrical and Electronic Engineering, 31,(5)：1541-1551， 2012. (SCI: 000311269800023, IF=0.371, A) [8] Song Xiao, M. Rotaru and J. K. Sykulski. Strategies for balancing exploration and exploitation in electromagnetic optimisation. COMPEL: The International Journal for Computation and Mathematics in Electrical and Electronic Engineering, 32(4)：1176-1188, 2013. (SCI: 000322608900002, IF=0.371, A) [9] Yinjiang Li , Song Xiao , Mihai Rotaru , Jan K. Sykulski. Localized probability of improvement for kriging based multi-objective optimization.Open Physics(SCI: 000317808900005, 影响因子: 0.755) [10] Song Xiao, Guoqing Liu, Kunlun Zhang, Jiaheng Duan.Multi-variable Electromagnetic Optimization Design Exploiting Hybrid Kriging.IEEE Computing in Science & Engineering(SCI: 000317808900005, 影响因子: 1.074) [11] Song Xiao, G. Liu, K. Zhang, J. Duan and J. K. Sykulski.Optimal Design of a Hybrid Suspension Magnet for Middle-Low-Speed Maglev Trains.Open Physics(SCI: 000317808900005, 影响因子: 0.755) [12] Song Xiao, Guoqing Liu, Kunlun Zhang, Jiaheng Duan, P Di Barba and J. K. Sykulski.Multiobjective Pareto Optimization of Electromagnetic Devices Exploiting Kriging with Lipschitizian Optimized Expected Improvement.IEEE Transactions on Magnetics(SCI: 000319076200128, 影响因子: 1.386) [13] Jiaheng Duan, Song Xiao*, Kunlun Zhang and Yongzhi Jing.A Novel 3-D Analytical Modeling Method of Trapezoidal Shape Permanent Magnet Halbach Array for Multi-Objective Optimization.Journal of Electrical Engineering & Technology(SCI: 00034680700004, 影响因子: 0.597) 待发表SCI论文： [1] Song Xiao, Yuanpei Luo, Can Zhang, Jingchi Wu, Yang Rao, Jan K. Sykulski. Multi-Physics Analysis of a Novel Circular Pantograph Catenary System for High-speed Trains. COMPEL: The International Journal for Computation and Mathematics in Electrical and Electronic Engineering (Has been accepted). [2] Guoqing Liu, Jingchi Wu, Song Xiao*, Yuanpei Luo, Can Zhang, Yang Rao, Kunlun Zhang, Jan K. Sykulski. Multiphysics Analysis of a Hybrid Suspension System for Middle-Low-Speed Maglev Trains. The European Physical Journal Applied Physics (Has been accepted). 已发表的EI论文： [1] Song Xiao, M. Rotaru, and J. K. Sykulski, “Exploration versus exploitation using kriging surrogate modelling in electromagnetic design,” In, ISEF 2011 - XV International Symposium on Electromagnetic Fields in Mechatronics, Electrical and Electronic Engineering., OS.1.6. (EI:20123715416341, A) [2] Song Xiao, M. Rotaru, and J. K. Sykulski, “Strategies for balancing exploration and exploitation in electromagnetic optimisation,” XXII Symposium on Electromagnetic Phenomena in Nonlinear Circuits, Pula, HR, 26 - 29 Jun 2012. 2pp, 1-2.(EI:20134716990345, A) [3] Song Xiao, M. Rotaru, and J. K. Sykulski, “Adaptive weighted expected improvement with rewards approach in kriging assisted electromagnetic design,” 15th Biennimal IEEE Conf. Electromagnetic Field Computation (CEFC 2012), Janpan, Oita, October. 2012.(EI:20132116358543, A) [4] Song Xiao, M. Rotaru and J. K. Sykulski, “Robust Global Optimization of Electromagnetic Designs Utilizing Gradient Indices and Kriging,” The Conference on the Computation of Electromagnetic Fields (COMPUMAG), Budapest, Hungary, 1 – 4 July 2013. (EI刊源，A) [5] Song Xiao, Yinjiang Li, M. Rotaru, and J. K. Sykulski, “Considerations of uncertainty in robust optimisation of electromagnetic devices,” ISEF 2013 - XVI International Symposium on Electromagnetic Fields in Mechatronics, Electrical and Electronic Engineering, Ohrid, Macedonia, October 2013. (EI:20144000077616, A) [6] Song Xiao, Yinjiang Li, M. Rotaru, and J. K. Sykulski, “Correlation matrices in kriging assisted optimisation of electromagnetic devices,” Nineth International Conference on Computation in Electromagnetics, IET, Imperial College, London, 31ST March- 1ST April 2014. (EI:20151200650262, A) [7] Song Xiao, Yinjiang Li, M. Rotaru, and J. K. Sykulski, “Six Sigma Quality Approach to Robust Optimisation,” Sixteenth Biennial IEEE Conference on Electromagnetic Field Computation, Annecy, Fance, 25th-28th May 2014. (EI:20151900820318, A) [8] Song Xiao, Guoqing Liu, Kunlun Zhang, M. Rotaru, and J. K. Sykulski, Multiobjective optimum design of single-sided linear induction motor using kriging surrogate model, 7th International Conference on Electromagnetic Field Problems and Applications, ICEF, Xi'an, China, 2016.09.18-09.20. (EI刊源，A) [9] Jiaheng Duan, Song Xiao, Guoqing Liu, Kunlun Zhang, Jiaheng Duan A 3-D Electromagnetic Force Analytical Model for Air-core Halbach Permanent Magnet Linear Synchronous Motor. 21st International Conference on the Computation of Electromagnetic Fields, 18-22 June 2017. (EI刊源，A) [10] Song Xiao, Guoqing Liu, Kunlun Zhang, Jiaheng Duan, P Di Barba and J. K. Sykulski, Multiobjective Pareto Optimization of Electromagnetic Devices Exploiting Kriging with Lipschitizian Optimized Expected Improvement. 21st International Conference on the Computation of Electromagnetic Fields, 18-22 June 2017. (EI刊源，A) [11] Song Xiao, Guoqing Liu, Kunlun Zhang, Jiaheng Duan and Sykulski, J. K. Optimal Design of a Hybrid Suspension Magnet for Middle-Low-Speed Maglev Trains. 18th International Symposium on Electromagnetic Fields in Mechatronics, 14-16 Sep 2017. (EI刊源，A) [12] Yinjiang Li, Song Xiao, M. Rotaru and J. K. Sykulski. Localized Probability of Improvement for Kriging based Multi-Objective Optimization. 18th International Symposium on Electromagnetic Fields in Mechatronics, 14-16 Sep 2017. (EI刊源，A) [13] Yongzhi Jing, Jun Liao, Song Xiao, Kunlun Zhang, Jiaheng Duan. Optimal Design of Gap Sensor for High-Speed Maglev Trains. 18th International Symposium on Electromagnetic Fields in Mechatronics, 14-16 Sep 2017. (EI刊源，A)