师资队伍

师资队伍

游科友

长聘教授
工业智能与系统研究所


教育背景


2007年8月至2011年6月,新加坡南洋理工大学电气与电子工程学院,获博士学位

2003年9月至2007年7月,中山大学数计学院, 获学士学位



工作履历


2023年7月-今,清华大学自动化系,长聘教授

2017年1月-2023年6月,清华大学自动化系,(准聘/长聘)副教授

2012年7月-2016年12月,清华大学自动化系,讲师、助理教授(博士生导师)

2011年6月至2012年6月,新加坡南洋理工大学,博士后

2015年7月-2015年8月,意大利都灵理工大学,访问学者

2014年9月至2014年10月,澳大利亚墨尔本大学,访问学者

2013年5月至2013年7月,香港科技大学,访问学者



学术兼职


1. Associate editor, Automatica, 2022-

2. Associate editor, IEEE Transactions on Control of Network Systems, 2021-

3. Associate editor, IEEE Transactions on Cybernetics, 2020-

4. Associate editor, Systems & Control Letters, 2018-

5. Associate editor, IEEE Control Systems Letters (2019-2022)

6. Program Chair, The 15th IEEE International Conference on Control and Automation (ICCA), 2019

7. Associate editor, Conference Editorial Board, IEEE Control System Society

8. 国际自动控制联盟《网络化系统》技术委员会成员 (Member of IFAC Technical Committee on Networked Systems);

9. IEEE 控制系统学会《网络与通信》技术委员会成员(Member of Technical Committee on Networks and Communications, IEEE Control System Society);

10. 中国自动化学会控制理论专业委员会委员

11. 中国自动化学会信息物理系统控制与决策专业委员会

12. 中国人工智能学会工业人工智能专业委员会



教学情况


1.开设课程

    •研究生课程《最优滤波理论与应用》,春季学期

    •本科生课程《运筹学》,春季学期

    •研究生课程《复杂网络建模与优化》(非线性规划),秋季学期



研究领域


1. 网络化控制系统

2. 分布式优化与学习

3. 直接数据驱动控制分析与设计


研究概况


主持在研项目(课题)

1.硬件资源受限下的高效智能控制,科技创新2030--“新一代人工智能”重大项目,2023/03-2026/02

2.无人系统的高效控制理论与应用, 国家自然科学基金委杰青项目,2024/01-2028/12

3.超大规模群体智能决策及自主评价与推演,科技创新2030--“新一代人工智能”重大项目课题子任务,2020/11-2024/10

4.面向重载列车虚拟耦合运行的协同控制理论与方法,国家自然科学基金委重点项目,2021-2025


主持完成项目(课题)

1.基于双神经网络的智能MPC及在FPGA芯片上的快速实现,清华大学国强研究院,2021/04-2023/04/29

2.隧道、港口工程救援辅助机器人研制及应用,国家重点研发计划课题,2017/06-2020/12

3.基于最少反馈信息的网络化控制系统分析与设计,国家自然科学基金委优青项目,2018/01-2020/12

4.全海深 ARV 系统基础理论问题研究,国家重点研发计划课题子任务,2016/01-2021/06

5.缆控采样器的水动力学模型及其运动控制,国家自然科学基金委面上项目,2016/01-2019/12

6.基于能源指标约束和多工序仿真优化的钢铁行业MES开发及应用,科技部863计划课题,2013/01-2015/12

7.网络化多自主体系统的分布式优化及其在传感器网络中的应用,国家自然科学基金委青年项目, 2014/01-2016/12


奖励与荣誉


1.杰出青年科学基金获得者,2023

2.教育部自然科学一等奖 (排名6/8),2022

3.中国自动化学会自然科学一等奖 (排名 1/4),2021

4.北京市普通高等学校优秀本科毕设指导教师,  2021

5.亚洲控制学会Temasek青年教育者奖, 2019

6.优秀青年科学基金获得者,2017

7.IBM中国优秀教师奖教金,2014

8.第29届中国控制会议关肇直最佳论文奖,2010


学术成果


著作与章节

1.Jiaqi Zhang* and Keyou You#, “Distributed optimization in multi-agent networks using one-bit of relative state information”, Systems and Control: Foundations and Applications (ed.Tamer Basar), Birkhäuser, 2018 (Invited)

2.Tong Zhou, Keyou You and Tao Li, “Estimation and control of large scale networked control systems”, Butterworth-Heinemann, 2018

3.Keyou You, and Roberto Tempo, “Networked parallel algorithms for robust convex optimization via the scenario approach”, Emerging Applications of Control and Systems Theory-A Festschrift in Honor of Mathukumalli Vidyasagar, pp. 341-354, (eds. R.Tempo, S. Yurkovich, P. Misra, Pradeep), Springer, 2018 (Invited)

4.Keyou You, Nan Xiao and Lihua Xie, “Analysis and design of networked control systems”, Communications and Control Engineering Series, Springer-Verlag, London, 2015 (A book review by Professor Daniel Liberzon is published on Automatica 68 (2016), 397-398)


中文发表

1.赵斐然,游科友,数据驱动的策略优化控制律设计最新研究综述,中国科学-信息科学, 53(6) 2023

2.李星辰, 赵斐然, 孟庆辉, 游科友,  “面向FPGA便捷部署的智能模型预测控制”,《控制理论与应用》, 2023

3.张家绮, 游科友, “基于相对状态符号信息的分布式优化算法”,《南京信息工程大学学报:自然科学版》, 第10卷, 第6期,第5-15页,  2018

4.谢佩, 游科友, 洪奕光, 谢立华, “网络化分布式凸优化算法研究进展”,《控制理论与应用》, 第35卷, 第7期,第918-927页,  2018

5.游科友, “网络控制系统发展研究”, 2012-2013控制科学与工程学科发展报告, 第60-64页, 2014.

6.游科友,  谢立华,“镇定网络化线性系统的数据率定理”, 《控制理论与应用》, 第31卷, 第7期, 第930-934页, 2014 (《关肇直奖》设立20周年获奖论文作者特邀专刊).

7.游科友, 谢立华 ,“网络控制系统的最新研究综述”, 《自动化学报》, 第39卷, 第2期, 第97-114页,  2013 (黄琳院士邀稿, 两次入选中国科学技术信息研究所“领跑者5000-中国精品期刊顶尖学术论文平台(F5000)”项目).


部分英文期刊列表 ( *独立指导研究生/博士后, **协助指导研究生,# 通信作者)


1.Feiran Zhao*, Xingyun Fu, Keyou You#, On the sample complexity of stabilizing linear systems via policy gradient methods, IEEE Transactions on Automatic Control, revised, 2023 (full paper)

2.Yubo Du*, Keyou You#, Distributed adaptive greedy quasi-Newton methods with explicit non-asymptotic convergence bounds, Automatica, conditionally accepted, 2023 (regular paper)

3.Jiaqi Zhang*, Keyou You#, and Lihua Xie, Innovation compression for communication-efficient distributed optimization with linear convergence”, IEEE Transactions on Automatic Control, vol.68, no.11, pp. 6899 - 6906, 2023

4.Shubo Kang*, Keyou You#, Minimum input design for direct data-driven property identification of unknown linear systems”, Automatica, vol.156, October 2023, 111130 (regular paper)

5.Fei Dong*, Xingchen Li*, Keyou You#, Shiji Song, “Standoff tracking using DNN-based MPC with implementation on FPGA”, IEEE Transactions on Control Systems Technology, vol.31, no.5, pp. 1998-2010, 2023

6.Feiran Zhao*, Keyou You#, Tamer Başar, “Global convergence of policy gradient primal-dual methods for risk-constrained LQRs”, IEEE Transactions on Automatic Control, vol. 68, no.5, pp. 2934-2949, 2023 (full paper)

7.Feiran Zhao*, Keyou You#, “Data-driven distributionally robust optimal stochastic control using the Wasserstein metric”, Automatica, vol. 149, 110850, 2023

8.Fei Dong*, Keyou You#, Lihua Xie, Qinglei Hu, “Coordinate-free circumnavigation of a moving target via a PD-like controller ", IEEE Transactions on Aerospace and Electronic Systems, vol.58, no. 3, pp. 2012-2025, 2022

9.Zhuolin Wang*, Keyou You#, Shiji Song, Yuli Zhang, “Second-order conic programming approach for Wasserstein distributionally robust two-stage linear programs”, IEEE Transactions on Automation Science and Engineering, vol. 19, no. 2, pp. 946-958, 2022

10.Jiaqi Zhang*, Keyou You#, and Tamer Basar, “Distributed adaptive Newton methods with globally superlinear convergence”, Automatica, vol. 138, 110156, pp. 1-10, 2022 (regular paper)

11.Xingyu Sha*, Jiaqi Zhang*, Keyou You#, Kaiqing Zhang, Tamer Basar, “Asynchronous policy evaluation in distributed reinforcement learning over networks”, Automatica, vol. 136, 110092, 2022 (regular paper)

12.Rongping Zhu*, Jiaqi Zhang*, Keyou You#, Tamer Başar, “Asynchronous networked aggregative games”, Automatica, vol. 136, 110054, 2022 (regular paper)

13.Fei Dong*, Keyou You#, “The isoline tracking in unknown scalar fields with concentration feedback”, Automatica, vol. 133, 109779, 2021

14.Feiran Zhao*, Keyou You#, Shiji Song, Wenyue Zhang, Laisheng Tong, “Suspension regulation of medium-low-speed maglev trains via deep reinforcement learning”, IEEE Transactions on Artificial Intelligence, vol.2, no.4, pp. 341-351, 2021

15.Yubo Du*, Keyou You#, “Asynchronous stochastic gradient descent over decentralized datasets”, IEEE Transactions on Control of Network Systems, vol. 8, no. 3, pp. 1212-1224, 2021  

16.Zhuo Li*, Keyou You#, Shiji Song, Anke Xue, “Optimization-based control for bearing-only target search with a mobile vehicle”, IEEE Transactions on Systems, Man and Cybernetics: Systems, vol.51, no.7, pp.4149-4159, 2021

17.Zhuo Li*, Keyou You#, Shiji Song, “Cooperative field prediction and smoothing via covariance intersection”, IEEE Transactions on Signal Processing, vol. 69, pp. 797-808, 2021

18.Fei Dong*, Keyou You#, Jiaqi Zhang*, “Flight control for UAV loitering over a ground target with unknown maneuver”, IEEE Transactions on Control Systems Technology, vol. 28, no. 6, pp. 2461-2473 2020

19.Keyou You#, Qizhu Chen*, Pei Xie*, Shiji Song, “Range-based coordinate alignment for cooperative mobile sensor network localization”, IEEE Transactions on Control of Network Systems, vol. 7, no. 3, pp. 1379-1390, 2020

20.Jiaqi Zhang*, Keyou You#, “AsySPA: an exact asynchronous algorithm for convex optimization over digraphs”, IEEE Transactions on Automatic Control, vol. 65, no. 6, pp. 2494-2509, 2020 (full paper)

21.Jiaqi Zhang*, Keyou You#, Kai Cai, “Distributed dual gradient tracking for resource allocation in unbalanced networks”, IEEE Transactions on Signal Processing, vol.68, pp. 2186-2198, 2020

22.Fei Dong*, Keyou You#, Shiji Song, “Target encirclement with any smooth pattern using range-only measurements”, Automatica, vol. 56, no. 6, 2020

23.Zhuo Li*, Keyou You#, Shiji Song, “Cooperative source seeking via networked multi-vehicle systems”, Automatica, vol. 56, no. 5, 2020

24.Zhuolin Wang*, Keyou You#, Shiji Song, Yuli Zhang, “Wasserstein distributionally robust shortest path problem”, European Journal of Operational Research, vol. 284, pp. 31-43, 2020

25.Jiaqi Zhang*, Keyou You#, and Tamer Basar, “Distributed discrete-time optimization with one bit of relative state information in multi-agent networks”, IEEE Transactions on Automatic Control, vol.64, no.6, pp. 2352-2367, 2019 (full paper)

26.Keyou You#, Roberto Tempo, and Pei Xie*, “Distributed algorithms for robust convex optimization via the scenario approach", IEEE Transactions on Automatic Control, vol.64, no.3, pp. 880-895, 2019 (full paper)

27.Jiaqi Zhang*, Keyou You#, Lihua Xie, “Baysian filtering with unknown sensor measurement losses”, IEEE Transactions on Control of Network Systems, vol. 6, no. 1, pp. 163-175, 2019

28.Pei Xie*, Keyou You#, Roberto Tempo, Shiji Song, Cheng Wu, “Distributed convex optimization with inequality constraints over time-varying unbalanced digraphs”, IEEE Transactions on Automatic Control, vol. 63, no.12, pp. 4331-4337, 2018

29.Jianya Ding**, Keyou You#, Shiji Song, Cheng Wu, “Likelihood ratio based scheduler for secure detection in cyber physical systems”, IEEE Transactions on Control of Network Systems, vol.5, no.3, pp. 991-1002, 2018

30.Jinbiao Lin**, Shiji Song#, Keyou You, Miroslav Krstic, "Stochastic source seeking with forward and angular velocity regulation”, Automatica, vol.83, pp. 378-386, 2017

31.Keyou You#, Roberto Tempo, Li Qiu, “Distributed algorithms for computation of centrality measures in complex networks", IEEE Transactions on Automatic Control, vol.62, no.5, pp.2080-2094, 2017 (full paper)

32.Xiaodong Ai**, Shiji Song, Keyou You#, “Second-order consensus of multi-agent systems under limited interaction ranges", Automatica, vol. 68, pp.329-333, 2016(#corresponding author)

33.Chengpu Yu, Keyou You#, Lihua Xie, “Quantized identification of ARMA systems with colored measure-ment noise", Automatica, vol. 66, pp. 101-106, 2016 (#corresponding author)

34.Duo Han, Keyou You, Lihua Xie, Junfeng Wu, Ling Shi, “Optimal parameter estimation under controlled communication over sensor networks", IEEE Transactions on Signal Processing, vol. 63, no. 24, pp. 6473-6485, 2015

35.Tianju Sui, Keyou You, Minyue Fu#, “Stability conditions for multi-sensor state estimation over a lossy network", Automatica, vol. 52, pp. 1-9, 2015

36.Keyou You, “Recursive algorithms for parameter estimation with adaptive quantizer”, Automatica, vol. 52, pp. 192-201, 2015 (regular paper)

37.Tianju Sui, Keyou You, Minyue Fu#, Damián Marelli, “Stability of MMSE state estimators over lossy networks using linear coding", Automatica, vol. 51, pp. 167-174, 2015

38.Keyou You, Zhongkui Li, Lihua Xie#, “Consensus condition for linear multi-agent systems over randomly switching topologies", Automatica, vol. 49, no. 10, pp. 3125-3132, 2013

39.Keyou You, Lihua Xie#, Shiji Song, “Asymptotically optimal parameter estimation with scheduled measurements”, IEEE Transactions on Signal Processing, vol. 61, no. 14, pp. 3521-3531, 2013

40.Keyou You, Lihua Xie#, “Kalman filtering with scheduled measurements,” IEEE Transactions on Signal Processing, vol. 61, no. 6, pp. 1520-1530, 2013

41.Damian Marelli#, Keyou You, Minyue Fu, “Identification of ARMA models using intermittent and quantized output observations”, Automatica, vol. 49, no. 2, pp. 360-369, 2013 (regular paper)

42.Kristian Hengster-Movric#, Keyou You, Frank L. Lewis#, Lihua Xie, “Synchronization of discrete-time multi-agent systems on graphs using Riccati design”, Automatica, vol. 49, no. 2, pp. 414-423, 2013 (regular paper)

43.Keyou You, Minyue Fu, Lihua Xie#, “Mean square stability for Kalman filtering with Markovian packet losses”, Automatica, vol. 47, no. 12, pp. 1247-1257, 2011 (regular paper)

44.Keyou You, Lihua Xie#, “Network topology and communication data rate for consensusability of discrete-time multi-agent systems”, IEEE Transactions on Automatic Control, vol. 56, no.10, pp. 2262-2275, 2011 (regular paper)

45.Keyou You, Lihua Xie#, “Minimum data rate for mean square stabilizability of linear systems with Markovian packet losses”, IEEE Transactions on Automatic Control, vol. 56, no.4, pp. 772-785, 2011 (regular paper)

46.Keyou You, Weizhou Su, Minyue Fu, Lihua Xie#, “Attainability of the minimum data rate for stabilization of linear systems via logarithmic quantization”, Automatica, vol. 47, no.1, pp.170-176, 2011

47.Keyou You, Lihua Xie#, “Minimum data rate for mean square stabilization of discrete LTI systems over lossy channels”, IEEE Transactions on Automatic Control, vol. 55, no. 10, pp.2373-2378, 2010