袁德明(南京理工大學教授)

袁德明，男，1985年10月生，現任南京理工大學教授，碩士生導師，研究方向為：分散式最佳化與控制，分散式機器學習， 多智慧型體系統協調控制。

基本介紹

• 中文名：袁德明
• 民族：漢
• 出生地：揚州
• 職業：教師

人物經歷

工作經歷

2018/03: 南京理工大學, 自動化學院, 教授

2018/07-2018/12: 澳大利亞國立大學 (ANU), 奮進研究學者 (Endeavour Research Fellowship), 合作者: Prof. Guodong Shi

2015/07-2015/08, 2014/07-2014/08, 2013/01-2013/02: 香港城市大學, Senior Research Associate, 合作者: Prof. Daniel Ho

2015/05-2015/06, 中國科學院數學與系統科學研究院, 訪問學者, 合作者: 洪奕光教授

2012/07-2018/03, 南京郵電大學, 自動化學院, 講師/副教授

2010/09-2011/09, 美國猶他州立大學, 聯合培養博士生, 合作導師: Prof. Wei Ren

教育經歷

2007/09-2012/06: 南京理工大學自動化學院, 工學博士, 導師: 徐勝元教授

2003/09-2007/07: 南京理工大學自動化學院, 工學學士

研究方向

分散式最佳化與控制;

分散式機器學習;

多智慧型體系統協調控制

主要成就

代表性論文:

[1] Deming Yuan, Alexandre Proutiere, Guodong Shi. Distributed online optimization with long-term constraints. IEEE Transactions on Automatic Control, Regular Paper, accepted for publication, DOI: 10.1109/TAC.2021.3057601, 2021

[2] Deming Yuan, Yiguang Hong, Daniel. W. C. Ho, Shengyuan Xu. Distributed mirror descent for online composite optimization. IEEE Transactions on Automatic Control, Regular Paper, 66(2): 714-729, 2021.

[3] Deming Yuan, Alexandre Proutiere, Guodong Shi. Distributed online linear regressions. IEEE Transactions on Information Theory, Full Paper, 67(1): 616-639, 2021.

[4] Deming Yuan, Daniel. W. C. Ho, Shengyuan Xu. Stochastic strongly-convex optimization via distributed epoch stochastic gradient algorithm. IEEE Transactions on Neural Networks and Learning Systems, accepted as Regular Paper, DOI: 10.1109/TNNLS.2020.3004723, 2020.

[5] Deming Yuan, Yiguang Hong, Daniel W. C. Ho, Guo-ping Jiang. Optimal distributed stochastic mirror descent for strongly convex optimization. Automatica, 90: 196-203, 2018.

[6] Deming Yuan, Daniel W. C. Ho, Guo-ping Jiang. An adaptive primal-dual subgradient algorithm for online distributed constrained optimization. IEEE Transactions on Cybernetics, 48(11): 3045-3055, 2018.

[7] Deming Yuan, Daniel W. C. Ho, Yiguang Hong. On convergence rate of distributed stochastic gradient algorithm for convex optimization with inequality constraints. SIAM Journal on Control and Optimization, 54(5): 2872-2892, 2016.

[8] Deming Yuan, Daniel W. C. Ho, Shengyuan Xu. Zeroth-order method for distributed optimization with approximate projections. IEEE Transactions on Neural Networks and Learning Systems, 27(2): 284-294, 2016.

[9] Deming Yuan, Daniel W. C. Ho, Shengyuan Xu. Regularized primal-dual subgradient method for distributed constrained optimization. IEEE Transactions on Cybernetics, 46(9): 2109-2118, 2016.

[10] Deming Yuan, Daniel W. C. Ho. Randomized gradient-free method for multiagent optimization over time-varying networks. IEEE Transactions on Neural Networks and Learning Systems, 26(6): 1342-1347, 2015.

[11] Deming Yuan, Shengyuan Xu, Huanyu Zhao. Distributed primal-dual subgradient method for multiagent optimization via consensus algorithms. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 41(6): 1715-1724, 2011.

社會任職

SCI期刊Transactions of the Institute of Measurement and Control編委 (Associate Editor), 2014年；

中國控制會議 (CCC) 編委, 2018年；

美國《數學評論》(Mathematical Reviews) 評論員

IEEE會員 SIAM會員

中國自動化學會會員

Journal of Machine Learning Research (JMLR), IEEE Transactions on Automatic Control、Automatica、IEEE Transactions on Signal Processing、IEEE Conference on Decision and Control (CDC)、American Control Conference (ACC)等國際知名SCI期刊和學術會議審稿人