系统辨识、适应控制及人工智能相关的优化与决策

   

071120-复杂系统与控制
070105-运筹学与控制论
070121-系统建模与控制理论

系统辨识，适应控制

2003-09--2008-07   中国科学院数学与系统科学研究院   博士
1999-09--2003-07   山东大学   学士

   

2010-07~现在, 中国科学院数学与系统科学研究院, 副研究员
2008-07~2010-07,清华大学, 博士后

2018-01-01-2020-12-31,Asian Journal of Control, 编委
2016-12-31-2019-12-30,IEEE CSS Control Systems Letter, 编委
2013-12-31-今,《系统科学与数学》, 编委

系统估计
线性系统

   

（1） 中国控制会议“关肇直奖”, 一等奖, 其他, 2013
（2） 第10届国际智能控制与自动化大会最佳论文奖, , 其他, 2012

（ 1 ） 一种利用引黄泥沙快速改良粘质盐土的方法, 发明, 2016, 第 3 作者, 专利号: 2015104022610

   

[1] Geng, Xiaoxue, Huang, Gao, Zhao, Wenxiao. Almost sure convergence of randomised-difference descent algorithm for stochastic convex optimisation. IET CONTROL THEORY AND APPLICATIONS[J]. 2021, 15(17): 2183-2194, http://dx.doi.org/10.1049/cth2.12184.
[2] Kewei Fu, HanFu Chen, Wenxiao Zhao. Distributed dynamic stochastic approximation algorithm over time-varying networks. 自主智能系统(英文). 2021, 1(1): 49-68, [3] Zhao, Wenxiao, Weyer, Erik, Yin, George. A General Framework for Nonparametric Identification of Nonlinear Stochastic Systems. IEEE TRANSACTIONS ON AUTOMATIC CONTROL[J]. 2021, 66(6): 2449-2464, http://dx.doi.org/10.1109/TAC.2020.3007569.
[4] Zhao, Wenxiao, Yin, George, Bai, ErWei. Sparse system identification for stochastic systems with general observation sequences. AUTOMATICA[J]. 2020, 121: http://dx.doi.org/10.1016/j.automatica.2020.109162.
[5] Wenxiao Zhao. Distributed Identification for Linear Stochastic Systems with Binary Sensors over Networks. Proceedings of 2020 Chinese Control Conference. 2020, [6] 董艳萍, 任晓涛, 赵文虓. French-DeGroot社会网络模型的结构辨识与参数估计. 控制理论与应用[J]. 2019, 36(11): 1905-1911, http://lib.cqvip.com/Qikan/Article/Detail?id=7100733382.
[7] Bai, ErWei, Cheng, Changming, Zhao, WenXiao. Variable selection of high-dimensional non-parametric nonlinear systems by derivative averaging to avoid the curse of dimensionality. AUTOMATICA[J]. 2019, 101: 138-149, http://ir.amss.ac.cn/handle/2S8OKBNM/32537.
[8] Zhao Wenxiao, Yin, G George, Bai ErWei, IEEE, Fu, M, Sun, J. Strong Consistency of Variable Selection for Stationary Linear Stochastic Systems. PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC)null. 2019, 1719-1723, [9] Zhao, Wenxiao. Recursive identification for Hammerstein systems with diminishing excitation signals. IFAC PAPERSONLINEnull. 2019, 52(24): 151-157, http://dx.doi.org/10.1016/j.ifacol.2019.12.398.
[10] Wang, Yinghui, Zhao, Wenxiao, Hong, Yiguang, Zamani, Mohsen. DISTRIBUTED SUBGRADIENT-FREE STOCHASTIC OPTIMIZATION ALGORITHM FOR NONSMOOTH CONVEX FUNCTIONS OVER TIME-VARYING NETWORKS. SIAM JOURNAL ON CONTROL AND OPTIMIZATION[J]. 2019, 57(4): 2821-2842, [11] Zhao Wenxiao, Weyer Erik. A general convergence result for kernel-based nonparametric identification of nonlinear stochastic systems. IFAC PAPERSONLINEnull. 2018, 51(15): 634-639, http://dx.doi.org/10.1016/j.ifacol.2018.09.223.
[12] 董艳萍, 邢昱, 赵文虓. 基于最小二乘法的社会网络辨识. 2018, http://kns.cnki.net/KCMS/detail/detail.aspx?QueryID=0&CurRec=236&recid=&FileName=KZLL201807002042&DbName=CPFDLAST2018&DbCode=CPFD&yx=&pr=&URLID=&bsm=.
[13] Fu, Kewei, Chen, HanFu, Zhao, Wenxiao, Chen, X, Zhao, QC. Distributed Stochastic Approximation Algorithm for Time-Varying Regression Function Over Network. 2018 37TH CHINESE CONTROL CONFERENCE (CCC)null. 2018, 1925-1930, [14] Dong, Yanping, YuXing, Zhao, Wenxiao, Chen, X, Zhao, QC. The Identification of Social Networks by The Least-Square Algorithm. 2018 37TH CHINESE CONTROL CONFERENCE (CCC)null. 2018, 1931-1936, [15] Zhao, Wenxiao, Chen, HanFu, Bai, ErWei, Li, Kang. Local variable selection of nonlinear nonparametric systems by first order expansion. SYSTEMS & CONTROL LETTERS[J]. 2018, 111: 1-8, http://dx.doi.org/10.1016/j.sysconle.2017.10.001.
[16] Zhao, Wenxiao, Chen, HanFu, Tempo, Roberto, Dabbene, Fabrizio. Recursive Nonparametric Identification of Nonlinear Systems With Adaptive Binary Sensors. IEEE TRANSACTIONS ON AUTOMATIC CONTROL[J]. 2017, 62(8): 3959-3971, https://www.webofscience.com/wos/woscc/full-record/WOS:000406395900019.
[17] 冯文辉, 陈翰馥, 赵文虓. 多输入多输出Hammerstein和Wiener系统的适应调节. 系统科学与数学[J]. 2016, 893-, http://ir.amss.ac.cn/handle/2S8OKBNM/46827, http://www.irgrid.ac.cn/handle/1471x/6870613, http://ir.amss.ac.cn/handle/2S8OKBNM/46828.
[18] Wenxiao Zhao. Recent progress on variable selection of nonlinear systems. Science China: Mathematical Science. 2016, [19] 白尔维, 李慷, 赵文虓, 牟必强, 郑卫新. 非参数非线性系统的变量选择及研究进展. 中国科学:数学[J]. 2016, 1383-, http://ir.amss.ac.cn/handle/2S8OKBNM/44523, http://www.irgrid.ac.cn/handle/1471x/6870447, http://ir.amss.ac.cn/handle/2S8OKBNM/44524.
[20] 冯文辉, 陈翰馥, 赵文虓. 多输入多输出Hammerstein和Wiener系统的适应调节. 2016, http://kns.cnki.net/KCMS/detail/detail.aspx?QueryID=0&CurRec=555&recid=&FileName=KZLL201607002038&DbName=IPFDLAST2016&DbCode=IPFD&yx=&pr=&URLID=&bsm=.
[21] Wenxiao Zhao. A sample path based convergence analysis for stochastic approximation algorithms: theory and application. Science China: Mathematical Science. 2016, [22] Wenxiao Zhao. Adaptive regulation control for multi-dimensional Hammerstein and Wiener systems. Journal of Mathematics and Systems Science. 2016, [23] 赵文虓, 方海涛. 随机逼近算法的样本轨道分析：理论及应用. 中国科学:数学[J]. 2016, 1583-, http://ir.amss.ac.cn/handle/2S8OKBNM/40165, http://www.irgrid.ac.cn/handle/1471x/6870150, http://ir.amss.ac.cn/handle/2S8OKBNM/40166.
[24] Zhao Wenxiao, Chen HanFu, Bai ErWei, Li Kang, IEEE. Strong Consistency of Kernel-Based Local Variable Selection for Nonlinear Nonparametric Systems. 2016 AUSTRALIAN CONTROL CONFERENCE (AUCC)null. 2016, 221-225, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000401523200042.
[25] Zhao, Wenxiao, Chen, HanFu, Bai, Erwei, Li, Kang. Kernel-based local order estimation of nonlinear nonparametric systems. AUTOMATICA[J]. 2015, 51: 243-254, http://dx.doi.org/10.1016/j.automatica.2014.10.069.
[26] Bai Erwei, Zhao Wenxiao, Zheng Weixing. Variable selection in identification of a high dimensional nonlinear non-parametric system. 控制理论与技术：英文版[J]. 2015, 13(1): 1-16, http://lib.cqvip.com/Qikan/Article/Detail?id=664355848.
[27] 赵文虓, 陈翰馥. 随机系统的递推辨识：从个例到一般框架. 控制理论与应用[J]. 2014, 962-, http://ir.amss.ac.cn/handle/2S8OKBNM/47467, http://www.irgrid.ac.cn/handle/1471x/6870657, http://ir.amss.ac.cn/handle/2S8OKBNM/47468.
[28] Bai, Erwei, Li, Kang, Zhao, Wenxiao, Xu, Weiyu. Kernel based approaches to local nonlinear non-parametric variable selection. AUTOMATICA[J]. 2014, 50(1): 100-113, http://dx.doi.org/10.1016/j.automatica.2013.10.010.
[29] 赵文虓. 随机非线性系统的递推辨识：从个例到一般框架. 控制理论与应用. 2014, [30] Zhao, Wenxiao, Zheng, Wei Xing, Bai, ErWei. A Recursive Local Linear Estimator for Identification of Nonlinear ARX Systems: Asymptotical Convergence and Applications. IEEE TRANSACTIONS ON AUTOMATIC CONTROL[J]. 2013, 58(12): 3054-3069, https://www.webofscience.com/wos/woscc/full-record/WOS:000327604800005.
[31] Zhao, Wenxiao, Chen, HanFu, Fang, HaiTao. Convergence of Distributed Randomized PageRank Algorithms. IEEE TRANSACTIONS ON AUTOMATIC CONTROL[J]. 2013, 58(12): 3255-3259, https://www.webofscience.com/wos/woscc/full-record/WOS:000327604800028.
[32] 王乐一, 赵文虓. 系统辨识：新的模式、挑战及机遇. 自动化学报[J]. 2013, 933-942, http://ir.amss.ac.cn/handle/2S8OKBNM/37351, http://www.irgrid.ac.cn/handle/1471x/6869955, http://ir.amss.ac.cn/handle/2S8OKBNM/37352.
[33] Zhao Wenxiao, Chen HanFu, Bai ErWei, Li Kang, IEEE. A Local Information Criterion for Order Identification of Nonlinear ARX Systems. 2013 9TH ASIAN CONTROL CONFERENCE (ASCC)null. 2013, [34] Bai, Erwei, Li, Kang, Zhao, Wenxiao, Xu, Weiyu, IEEE. Local Variable Selection and Dimension Determination of Nonlinear Non-parametric Systems. 2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC)null. 2013, 4296-4301, [35] 赵文虓, 陈翰馥. 非线性随机系统辨识——函数值、梯度及系统阶的强一致估计. 2013, http://kns.cnki.net/KCMS/detail/detail.aspx?QueryID=0&CurRec=1072&recid=&FileName=KZLL201307002070&DbName=IPFD9914&DbCode=IPFD&yx=&pr=&URLID=&bsm=.
[36] Zhao, WenXiao, Chen, HanFu, Cheng, D. Stochastic Approximation Based PCA and Its Application to Identification of EIV Systems. PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012)null. 2012, 3276-3280, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000395422503064.
[37] Wenxiao Zhao. Wenxiao Zhao and Han-Fu Chen, Markov chain approach for identifying Wiener systems, Science China: Information Science, Vol. 55, No. 5, pp. 1201-1217, 2012.. Science China: Information Science. 2012, [38] Zhao WenXiao, Chen HanFu. Markov chain approach to identifying Wiener systems. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2012, 55(5): 1201-1217, http://lib.cqvip.com/Qikan/Article/Detail?id=41554555.
[39] Zhao, Wenxiao, Chen, HanFu. Identification of Wiener, Hammerstein, and NARX systems as Markov Chains with improved estimates for their nonlinearities. SYSTEMS & CONTROL LETTERS[J]. 2012, 61(12): 1175-1186, http://dx.doi.org/10.1016/j.sysconle.2012.08.008.
[40] Zhao WenXiao, Chen HanFu. Markov chain approach to identifying Wiener systems. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2012, 55(5): 1201-1217, http://lib.cqvip.com/Qikan/Article/Detail?id=41554555.
[41] Wenxiao Zhao. Wenxiao Zhao and Tong Zhou, Weighted least squares based recursive parametric identification of the submodels of a PWARX System, Automatica, Vol. 48, pp. 1190-1196, 2012.. Automatica. 2012, [42] Wenxiao Zhao. Wenxiao Zhao and Han-Fu Chen, Identification of Wiener, Hammerstein, and NARX systems as Markov chains with improved estimates for their nonlinearities, Systems and Control Letters, Vol. 61, pp. 1175-1186, 2012. Systems and Control Letters. 2012, [43] Zhao, WenXiao, Zhou, Tong. Weighted least squares based recursive parametric identification for the submodels of a PWARX system. AUTOMATICA[J]. 2012, 48(6): 1190-1196, http://dx.doi.org/10.1016/j.automatica.2012.03.015.
[44] Zhao, WenXiao, Chen, HanFu, Zhou, Tong. New results on recursive identification of NARX systems. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING[J]. 2011, 25(10): 855-875, https://www.webofscience.com/wos/woscc/full-record/WOS:000295228100001.
[45] WenXiao Zhao, HanFu Chen. Markov Chain Approach to Identification of Wiener, Hammerstein and NARX Systems. IFAC Proceedings Volumes. 2011, 44(1): 13936-13941, http://dx.doi.org/10.3182/20110828-6-IT-1002.01031.
[46] Wenxiao Zhao. Han-Fu Chen and Wenxiao Zhao, Identification of several classes of stochastic nonlinear systems (in Chinese), Journal of Systems Science and Mathematical Science, Vol. 31, No. 9, pp. 1019-1044, 2011.. Journal of Systems Science and Mathematical Science. 2011, [47] Wenxiao Zhao. Wenxiao Zhao, Han-Fu Chen, and Tong Zhou, New results on recursive identification of NARX systems, International J. of Adapive Control and Signal Processing, Vol. 25, pp. 855-875, 2011.. International J. of Adapive Control and Signal Processing. 2011, [48] Wenxiao Zhao. Wenxiao Zhao, Parametric identification of Hammerstein systems with consistency results using stochastic inputs, IEEE Trans. Automatic Control, Vol. 55, pp. 474-480, 2010.. IEEE Trans. Automatic Control. 2010, [49] Wenxiao Zhao. Han-Fu Chen and Wenxiao Zhao, New method of order estimation for ARMA/ARMAX processes, SIAM J. Control and Optimization, Vol. 48, No. 6, pp. 4157-4176, 2010.. SIAM J. Control and Optimization. 2010, [50] Wenxiao Zhao. Wenxiao Zhao, Han-Fu Chen and Wei Xing Zheng, Recursive identification for nonlinear ARX systems based on stochastic approximation algorithm, IEEE Trans. Automatic Control, Vol. 55, No. 6, pp. 1287-1299, 2010. IEEE Trans. Automatic Control. 2010, [51] Chen, HanFu, Zhao, WenXiao, IEEE. Identification of Both Coefficients and Orders for ARMAX System. PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009)null. 2009, 7250-7255, [52] Wenxiao Zhao. Wenxiao Zhao and Han-Fu Chen, Adaptive tracking and recursive identification for Hammerstein systems, Automatica, Vol. 45, pp. 2773-2783, 2009.. Automatica. 2009, [53] 赵文虓. 几类随机系统的辨识及适应跟踪. 2008, [54] Wenxiao Zhao. Wenxiao Zhao and Haitao Fang, Comments on "Identification of Hammerstein nonlinear ARMAX systems", Automatica, Vol. 43, pp. 1477-1478, 2007. Automatica. 2007, [55] Zhao, Wenxiao, Fang, Haitao. Comments on "Identification of Hammerstein nonlinear ARMAX systerns". AUTOMATICAnull. 2007, 43(8): 1477-1478, https://www.webofscience.com/wos/woscc/full-record/WOS:000248631500021.
[56] Zhao Wenxiao, Cheng DZ, Wu M. Identification for hammerstein systems using extended least squares algorithm. PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 3null. 2007, 241-245, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000251010500052.
[57] Zhao, WenXiao, Chen, HanFu. Recursive identification for Hammerstein system with ARX subsystem. IEEE TRANSACTIONS ON AUTOMATIC CONTROL[J]. 2006, 51(12): 1966-1974, https://www.webofscience.com/wos/woscc/full-record/WOS:000243042500011.
[58] Wenxiao Zhao. Wenxiao Zhao and Han-Fu Chen, Recursive identification for Hammerstein systems with ARX subsystem, IEEE Trans. Automatic Control, Vol. 51, No. 12, pp. 1966-1974, 2006.. IEEE Trans. Automatic Control. 2006, [59] Zhao, WenXiao, Chen, HanFu, IEEE. Recursive identification for Hammerstein system with ARX subsystem. 2006 CHINESE CONTROL CONFERENCE, VOLS 1-5null. 2006, 1675-+, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000243873603063.

（1） 递推辨识与参数估计, Recursive Identification and Parameter Estimation, CRC Press, Taylor and Francis Group, USA, 2014-07, 第 2 作者
（2） 线性随机系统：一种关于建模、估计和辨识的几何方法, 上海科学技术出版社, 2018-07, 第 2 作者

   

（ 1 ） 随机非线性系统的辨识及基因调控网络建模, 主持, 国家级, 2012-01--2014-12
（ 2 ） 随机非线性系统的递推辨识及相关问题研究, 参与, 国家级, 2013-01--2016-12
（ 3 ） 2型糖尿病的生物分子网络动态行为与调控机理研究, 参与, 国家级, 2012-01--2016-12
（ 4 ） 随机动态系统辨识的若干问题研究, 主持, 国家级, 2016-01--2019-12
（ 5 ） 随机系统的辨识与适应估计, 主持, 国家级, 2019-01--2021-12
（ 6 ） 多能源系统的随机动态优化调度、资源分配与竞标, 参与, 国家级, 2016-07--2020-06