基本信息
赵文虓  男  博导  中国科学院数学与系统科学研究院
电子邮件: wxzhao@amss.ac.cn
通信地址: 北京市海淀区中关村东路55号
邮政编码: 100190

研究领域

系统辨识、适应控制及人工智能相关的优化与决策

招生信息

   
招生专业
071101-系统理论
070105-运筹学与控制论
招生方向
机器学习与随机优化
复杂系统的在线辨识与适应控制
网络系统的分布式建模、优化与控制

教育背景

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

工作经历

   
工作简历
2020-04~现在, 中国科学院数学与系统科学研究院, 研究员
2010-07~2020-04,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
社会兼职
2017-12-31-2021-12-31,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

教授课程

系统估计
线性系统

专利与奖励

   
奖励信息
(1) 随机动态系统实时辨识与优化的理论与方法, 二等奖, 其他, 2024
(2) 国际自动控制联合会高影响力学术刊物Automatica最佳论文奖, 一等奖, 其他, 2023
(3) 中国控制会议“关肇直奖”, 一等奖, 其他, 2013
(4) 第10届国际智能控制与自动化大会最佳论文奖, , 其他, 2012
专利成果
( 1 ) 一种电喷发动机空燃比控制方法, 发明专利, 2021, 第 1 作者, 专利号: CN113464289A

出版信息

   
发表论文
(1) Forgetting-Factor Regrets for Online Convex Optimization, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2024, 第 2 作者  通讯作者
(2) Achieving the Social Optimum in a Nonconvex Cooperative Aggregative Game: A Distributed Stochastic Annealing Approach, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 第 4 作者
(3) In-cylinder air mass flow estimation of gasoline engines based on map self-learning, CONTROL ENGINEERING PRACTICE, 2023, 第 4 作者
(4) Adaptive Regulation of Block-Oriented Nonlinear Systems Using Binary Sensors With Applications to Automotive Engine Control, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2023, 第 1 作者  通讯作者
(5) A zeroth-order algorithm for distributed optimization with stochastic stripe observations, A zeroth-order algorithm for distributed optimization with stochastic stripe observations, SCIENCE CHINA-INFORMATION SCIENCES, 2023, 第 3 作者
(6) Sweet Gradient matters: Designing consistent and efficient estimator for Zero-shot Architecture Search, NEURAL NETWORKS, 2023, 第 6 作者  通讯作者
(7) Unleashing the Power of Gradient Signal-to-Noise Ratio for Zero-Shot NAS, 2023 IEEE International Conference on Computer Vision (ICCV), 2023, 第 6 作者  通讯作者
(8) Gradient-free algorithms for distributed online convex optimization, ASIAN JOURNAL OF CONTROL, 2023, 第 2 作者  通讯作者
(9) SUPPORT RECOVERY AND PARAMETER IDENTIFICATION OF MULTIVARIATE ARMA SYSTEMS WITH EXOGENOUS INPUTS*, SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2023, 第 2 作者
(10) Adaptive Regulation for Hammerstein and Wiener Systems with Event-Triggered Observations, Adaptive Regulation for Hammerstein and Wiener Systems with Event-Triggered Observations, JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2023, 第 2 作者  通讯作者
(11) Distributed system identification for linear stochastic systems with binary sensors, AUTOMATICA, 2022, 第 3 作者  通讯作者
(12) Almost sure convergence of randomised-difference descent algorithm for stochastic convex optimisation, IET CONTROL THEORY AND APPLICATIONS, 2021, 第 3 作者  通讯作者
(13) Distributed dynamic stochastic approximation algorithm over time-varying networks, Distributed dynamic stochastic approximation algorithm over time-varying networks, 自主智能系统(英文), 2021, 第 3 作者
(14) A General Framework for Nonparametric Identification of Nonlinear Stochastic Systems, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 第 1 作者  通讯作者
(15) Sparse system identification for stochastic systems with general observation sequences, AUTOMATICA, 2020, 第 1 作者  通讯作者
(16) Distributed Identification for Linear Stochastic Systems with Binary Sensors over Networks, Proceedings of 2020 Chinese Control Conference, 2020, 第 1 作者
(17) French-DeGroot社会网络模型的结构辨识与参数估计, Structure inference and parameter identification for French-DeGroot type of social networks, 控制理论与应用, 2019, 第 3 作者
(18) Strong Consistency of Variable Selection for Stationary Linear Stochastic Systems, PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, 第 1 作者  通讯作者
(19) Variable selection of high-dimensional non-parametric nonlinear systems by derivative averaging to avoid the curse of dimensionality, AUTOMATICA, 2019, 第 3 作者
(20) Recursive identification for Hammerstein systems with diminishing excitation signals, IFAC PAPERSONLINE, 2019, 第 1 作者  通讯作者
(21) DISTRIBUTED SUBGRADIENT-FREE STOCHASTIC OPTIMIZATION ALGORITHM FOR NONSMOOTH CONVEX FUNCTIONS OVER TIME-VARYING NETWORKS, SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2019, 第 2 作者
(22) A general convergence result for kernel-based nonparametric identification of nonlinear stochastic systems, IFAC PAPERSONLINE, 2018, 第 1 作者  通讯作者
(23) 基于最小二乘法的社会网络辨识, 2018, 第 3 作者
(24) Distributed Stochastic Approximation Algorithm for Time-Varying Regression Function Over Network, 2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, 第 3 作者
(25) The Identification of Social Networks by The Least-Square Algorithm, 2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, 第 3 作者
(26) Local variable selection of nonlinear nonparametric systems by first order expansion, SYSTEMS & CONTROL LETTERS, 2018, 第 1 作者  通讯作者
(27) Recursive Nonparametric Identification of Nonlinear Systems With Adaptive Binary Sensors, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 第 1 作者  通讯作者
(28) 多输入多输出hammerstein和wiener系统的适应调节, 系统科学与数学, 2016, 第 3 作者
(29) Recent progress on variable selection of nonlinear systems, Science China: Mathematical Science, 2016, 第 1 作者
(30) 非参数非线性系统的变量选择及研究进展, 中国科学数学, 2016, 第 3 作者
(31) 多输入多输出Hammerstein和Wiener系统的适应调节, 2016, 第 3 作者
(32) A sample path based convergence analysis for stochastic approximation algorithms: theory and application, Science China: Mathematical Science, 2016, 第 1 作者
(33) Adaptive regulation control for multi-dimensional Hammerstein and Wiener systems, Journal of Mathematics and Systems Science, 2016, 第 1 作者
(34) 随机逼近算法的样本轨道分析理论及应用, 中国科学数学, 2016, 第 1 作者
(35) Strong Consistency of Kernel-Based Local Variable Selection for Nonlinear Nonparametric Systems, 2016AUSTRALIANCONTROLCONFERENCEAUCC, 2016, 第 1 作者  通讯作者
(36) Kernel-based local order estimation of nonlinear nonparametric systems, AUTOMATICA, 2015, 第 1 作者  通讯作者
(37) Variable selection in identification of a high dimensional nonlinear non-parametric system, Variable selection in identification of a high dimensional nonlinear non-parametric system, 控制理论与技术:英文版, 2015, 第 2 作者
(38) 随机系统的递推辨识从个例到一般框架, 控制理论与应用, 2014, 第 1 作者
(39) Kernel based approaches to local nonlinear non-parametric variable selection, AUTOMATICA, 2014, 第 3 作者
(40) 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, 第 1 作者
(41) A Recursive Local Linear Estimator for Identification of Nonlinear ARX Systems: Asymptotical Convergence and Applications, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 第 1 作者  通讯作者
(42) Convergence of Distributed Randomized PageRank Algorithms, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 第 1 作者  通讯作者
(43) 系统辨识: 新的模式、挑战及机遇, System Identification: New Paradigms, Challenges, and Opportunities, 自动化学报, 2013, 第 2 作者
(44) A Local Information Criterion for Order Identification of Nonlinear ARX Systems, 2013 9TH ASIAN CONTROL CONFERENCE (ASCC), 2013, 第 1 作者  通讯作者
(45) Local Variable Selection and Dimension Determination of Nonlinear Non-parametric Systems, 2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, 第 3 作者
(46) 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, 第 1 作者
(47) 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), 2012, 第 1 作者  通讯作者
(48) 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, 第 1 作者
(49) Markov chain approach to identifying Wiener systems, SCIENCE CHINA-INFORMATION SCIENCES, 2012, 第 1 作者
(50) Identification of Wiener, Hammerstein, and NARX systems as Markov Chains with improved estimates for their nonlinearities, SYSTEMS & CONTROL LETTERS, 2012, 第 1 作者  通讯作者
(51) Markov chain approach to identifying Wiener systems, SCIENCE CHINA-INFORMATION SCIENCES, 2012, 第 1 作者
(52) 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, 第 1 作者
(53) 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, SYSTEMSANDCONTROLLETTERS, 2012, 第 1 作者
(54) Weighted least squares based recursive parametric identification for the submodels of a PWARX system, AUTOMATICA, 2012, 第 1 作者  通讯作者
(55) New results on recursive identification of NARX systems, INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2011, 第 1 作者
(56) Markov Chain Approach to Identification of Wiener, Hammerstein and NARX Systems, IFAC PROCEEDINGS VOLUMES, 2011, 第 1 作者
(57) 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, 第 1 作者
(58) 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, 第 1 作者
(59) 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, 第 1 作者
(60) 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, 第 1 作者
(61) 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, 第 1 作者
(62) 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), 2009, 第 2 作者
(63) Wenxiao Zhao and Han-Fu Chen, Adaptive tracking and recursive identification for Hammerstein systems, Automatica, Vol. 45, pp. 2773-2783, 2009., Automatica, 2009, 第 1 作者
(64) 几类随机系统的辨识及适应跟踪, 2008, 第 1 作者
(65) Wenxiao Zhao and Haitao Fang, Comments on "Identification of Hammerstein nonlinear ARMAX systems", Automatica, Vol. 43, pp. 1477-1478, 2007, Automatica, 2007, 第 1 作者
(66) Comments on "Identification of Hammerstein nonlinear ARMAX systerns", AUTOMATICA, 2007, 第 1 作者  通讯作者
(67) Identification for hammerstein systems using extended least squares algorithm, PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 3, 2007, 第 1 作者  通讯作者
(68) Recursive identification for Hammerstein system with ARX subsystem, IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 第 1 作者  通讯作者
(69) 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, 第 1 作者
(70) Recursive identification for Hammerstein system with ARX subsystem, 2006 CHINESE CONTROL CONFERENCE, VOLS 1-5, 2006, 第 1 作者  通讯作者
(71) Sweet Gradient matters: Designing consistent and efficient estimator for Zero-shot Architecture Search, NEURAL NETWORKS, 第 6 作者  通讯作者
发表著作
(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

科研活动

   
科研项目
( 1 ) 面向自由裁量监督核心业务的高可靠模型与自适应辨识理论, 参与, 国家任务, 2025-05--2028-04
( 2 ) 6G通信中的数学问题, 参与, 中国科学院计划, 2021-10--2026-10
( 3 ) 随机系统的辨识与适应估计, 负责人, 国家任务, 2019-01--2021-12
( 4 ) 多能源系统的随机动态优化调度、资源分配与竞标, 参与, 国家任务, 2016-07--2020-06
( 5 ) 随机动态系统辨识的若干问题研究, 负责人, 国家任务, 2016-01--2019-12
( 6 ) 随机非线性系统的递推辨识及相关问题研究, 参与, 国家任务, 2013-01--2016-12
( 7 ) 随机非线性系统的辨识及基因调控网络建模, 负责人, 国家任务, 2012-01--2014-12
( 8 ) 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, 国家任务, 2012-01--2016-12