[1] 侯忠生，非线性系统参数辨识、自适应控制和无模型学习自适应控制，东北大学博士论文，1994.7

[2] 侯忠生，无模型学习自适应控制理论，博士后出站报告，1997.3

著作

[1] 侯忠生著 非参数模型及其自适应控制理论，科学出版社，1999

[2] 侯忠生 金尚泰著，无模型自适应控制—理论与应用，科学出版社，2013.6

[3] Zhongsheng Hou and Shangtai Jin, Model Free Adaptptive Control: Theory and Applications, CRC Press, 2013.9

[4] 卜旭辉 侯忠生，网络约束迭代学习控制理论，科学出版社，2019

[5] Ronghu Chi, Yu Hui and Zhongsheng Hou, Data Driven Learning Iterative Control for Discrete-Time Systems, Springer, 2022

[6] Qiongxia Yu, Ting Lei, Fengchen Tian, Zhongsheng Hou, Xuhui Bu, Predictive Learning Control for Unknown Nonaffine Nonlinear Systems: Theory and Applications, Springer, 2023

IEEE汇刊论文

[1] C Lu, Y Li, A Goldsztejn, Z Hou, Y Feng, Y Feng, Discrete-Time General Nonlinear Robust Control: Stabilization With Closed-Loop Robust DOA Enlargement Based on Interval Analysis, IEEE Transactions on Circuits and Systems I: Regular Papers, 2024, DOI: 10.1109/TCSI.2024.3390986

[2] R Chi, H Zhang, H Li, B Huang, Z Hou, Data-Driven Dynamic Internal Model Control, IEEE Transactions on Cybernetics, 2024. DOI: 10.1109/TCYB.2024.3387409

[3] B Xu, YX Li, Z Hou, Fixed-Time Fuzzy Resilient Consensus Tracking of Nonlinear MASs Under DoS Attacks and Actuator Faults, IEEE Transactions on Automation Science and Engineering, 2024. DOI: 10.1109/TASE.2024.3386603

[4] W Tan, Z Hou, YX Li, Robust Data-Driven Iterative Learning Control for High-Speed Train With Aperiodic DoS Attacks and Communication Delays, IEEE Transactions on Intelligent Vehicles, 2024. DOI: 10.1109/TIV.2024.3379942

[5] Jiaqi Liang, Xuhui Bu, Zhongsheng Hou, Finite-time Asymmetric Bipartite Consensus for Multi-Agent Systems Using Data-Driven Iterative Learning Control, IEEE Transactions on Signal and Information Processing over Networks, 2024. DOI: 10.1109/TSIPN.2024.3375602

[6] Shida Liu, Yuhao Yan, Ye Ren, Shangtai Jin, Zhongsheng Hou, Attitude Adjustment of a Two-Wheel Balance Vehicle Based on an Enhanced Model-Free Adaptive Control Algorithm, IEEE Transactions on Circuits and Systems II: Express Briefs, 2024. DOI: 10.1109/TCSII.2024.3374628

[7] Wen Tan, Yuan-Xin Li, Zhongsheng Hou, Data-Driven Security Control for Vehicular Platooning Systems With Finite-Time Prescribed Performance, IEEE Transactions on Intelligent Transportation Systems, 2024. DOI: 10.1109/TITS.2024.3365969

[8] Zhenzhen Pan, Ronghu Chi, Zhongsheng Hou, Distributed Model-Free Adaptive Predictive Control for MIMO Multi-Agent Systems With Deception Attack, IEEE Transactions on Signal and Information Processing over Networks, 2024, 10, 32-47

[9] Xuefang Li and Zhongsheng Hou, Robust Adaptive Iterative Learning Control for A Generic Class of Uncertain Non-square MIMO Systems, IEEE Transactions on Automatic Control, 2023, DOI: 10.1109/TAC.2023.3335243

[10] G. Liu; Z. Hou, Adaptive Iterative Learning Fault-Tolerant Control for State Constrained Nonlinear Systems with Randomly Varying Iteration Lengths, IEEE Transactions on Neural Networks and Learning Systems, 35(2), 2024. 1735-1749

[11] Ronghu Chi, Wenzhi Cui, Na Lin, Zhongsheng Hou, Biao Huang, Sampled-Data Model-Free Adaptive Control for Nonlinear Continuous-Time Systems, IEEE Transactions on Cybernetics, 2023, DOI: 10.1109/TCYB.2023.3324060

[12] F. Li; Z. Hou, Learning-Based Model-Free Adaptive Control for Nonlinear Discrete-Time Networked Control Systems Under Hybrid Cyber Attacks, IEEE Transactions on Cybernetics, 54(3), 2024. 1560-1570

[13] Panpan Zhu, Shangtai Jin, Xuhui Bu, Zhongsheng Hou, Distributed Data-Driven Event-Triggered Fault-Tolerant Control for a Connected Heterogeneous Vehicle Platoon With Sensor Faults, IEEE Transactions on Intelligent Transportation Systems, 2023, DOI: 10.1109/TITS.2023.3335227

[14] Fanghui Li and Zhongsheng Hou, Event-Triggered Model-Free Adaptive Predictive Control for Networked Control Systems Under Deception Attacks, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 54(2), 2024. 1325-1334

[15] Fanghui Li and Zhongsheng Hou, Controller-Dynamic-Linearization-Based Distributed Model-Free Adaptive Control for Nonlinear Multiagent Systems, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 54(2), 2024. 985- 996

[16] Xueming Zhang, Mengxue Hou and Zhongsheng Hou, Data-Driven High-Order Point-to-Point ILC With Higher Computational Efficiency, IEEE Transactions on Automation Science and Engineering, DOI: 10.1109/TASE.2023.3321038. 2023

[17] Yue-Ming Wang, Yuan-Xin Li, Shaocheng Tong, and Zhongsheng Hou, Data-Driven-Based Event-Triggered Prescribed Performance Tracking of Nonlinear System With FDI Attacks, IEEE Transactions on Automation Science and Engineering, DOI: 10.1109/TASE.2023.3310621

[18] Xuhui Bu, Jinli Guo, Lizhi Cui, and Zhongsheng Hou, Event-triggered Model Free Adaptive Containment Control for Nonlinear Multiagent Systems Under DoS Attacks, IEEE Transactions on Control of Network Systems, DOI: 10.1109/TCNS.2023.3290071

[19]  P. Zhu, S. Jin, X. Bu, Z. Hou, Distributed Data-Driven Control for a Connected Heterogeneous Vehicle Platoon Under Quantized and Switching Topologies Communication, IEEE Transactions on Vehicular Technology, 2023, DOI: 10.1109/TVT.2023.3257126

[22] R. Chi, H. Li, D. Shen, Z. Hou, B. Huang, Enhanced P-Type Control: Indirect Adaptive Learning from Set-Point Updates, IEEE Transactions on Automatic Control, 2023, 68(3), 1600-1613【长论文】

[23] J. Liang, X. Bu, L. Cui, Z. Hou, Data-Driven Bipartite Formation for a Class of Nonlinear MIMO Multiagent Systems, IEEE Transactions on Neural Networks and Learning Systems, 2023, 34(6), 3161-3173

[24] Y. Zheng, Y. -X. Li, W. -W. Che, Z. Hou, Adaptive NN-Based Event-Triggered Containment Control for Unknown Nonlinear Networked Systems, IEEE Transactions on Neural Networks and Learning Systems, 2023, 34(6), 2742-2752

[25] Yu Hui, Ronghu Chi, Biao Huang, and Zhongsheng Hou, Data-Driven Adaptive Iterative Learning Bipartite Consensus for Heterogeneous Nonlinear Cooperation-Antagonism Networks, IEEE Transactions on Neural Networks and Learning Systems, 34(11), 2023, 8262-8270..

[26] J. Zheng, Z. Hou, Data-Driven Spatial Adaptive Terminal Iterative Learning Predictive Control for Automatic Stop Control of Subway Train with Actuator Saturation，EEE Transactions on Intelligent Transportation Systems, 24(10), 2023. 11453-11465.

[27] J. Zheng, Z. Hou, ESO-Based Model-Free Adaptive Iterative Learning Energy-Efficient Control for Subway Train with Disturbances and Over-Speed Protection, IEEE Transactions on Intelligent Transportation Systems, 2023, 24(8), 8136- 8148.

[28] H. Ji, J. Zhou, L. Wang, Z. Li, L. Fan, Z. Hou, Adaptive Iterative Learning Kalman Consensus Filtering for High-Speed Train Identification and Estimation, IEEE Transactions on Intelligent Transportation Systems, 2023, 24(5), 4988-5002

[29] H. Li, R. Chi, Z. Hou, B. Huang, Double Dynamic Linearization-Based Higher Order Indirect Adaptive Iterative Learning Control, IEEE Transactions on Cybernetics, 2023, 53(6), 3506-3517

[30] Q. Wang; S. Jin; Z. Hou, Event-Triggered Cooperative Model-Free Adaptive Iterative Learning Control for Multiple Subway Trains with Actuator Faults, IEEE Transactions on Cybernetics, 2023, 53(9), 6041-6052.

[31] X. Hu; Y. -X. Li; S. Tong; Z. Hou, Event-Triggered Adaptive Fuzzy Asymptotic Tracking Control of Nonlinear Pure-Feedback Systems with Prescribed Performance, IEEE Transactions on Cybernetics, 2023, 53(4),2380-2390

[32] P. Zhu, S. Jin, X. Bu, Z. Hou, Improved Model-Free Adaptive Control for MIMO Nonlinear Systems with Event-Triggered Transmission Scheme and Quantization, IEEE Transactions on Cybernetics, 53(9), 2023, 5867-5880.

[33] B. Xu; Y. -X. Li; Z. Hou; C. K. Ahn, Dynamic Event-Triggered Reinforcement Learning-Based Consensus Tracking of Nonlinear Multi-Agent Systems, IEEE Transactions on Circuits and Systems I: Regular Papers, 2023, 70(5), 2120-2132

[34] T. Liu; Z. Hou, Model-Free Adaptive Containment Control for Unknown Multi-Input Multi-Output Nonlinear MASs with Output Saturation, IEEE Transactions on Circuits and Systems I: Regular Papers, 2023, 70(5), 2156-2166

[35] N. Lin; H. Li; R. Chi; Z. Hou; B. Huang, Data-Driven Virtual Reference Set-Point Learning of PD Control and Applications to Permanent Magnet Linear Motors, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(7), 4142-4154

[36] F. Li; Z. Hou, Distributed Model-Free Adaptive Control for MIMO Nonlinear Multiagent Systems Under Deception Attacks, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(4), 2281-2291

[37] Xian Yu, Zhongsheng Hou, Tianshi Chen, Data-Driven Distributed Adaptive Consensus Tracking of Nonlinear Multiagent Systems: A Controller-Based Dynamic Linearization Method, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 53(11), 2023. 6953-6965

[38] Z. Pan; R. Chi; Z. Hou, Compensation-Based Distributed Model-Free Adaptive Control for Cyber-Attacks, IEEE Transactions on Signal and Information Processing over Networks, 2023, 9, 84-94

[39] X. Bu; W. Yu; Y. Yin; Z. Hou, Event-Triggered Data-Driven Control for Nonlinear Systems Under Frequency-Duration-Constrained DoS Attacks, IEEE Transactions on Information Forensics and Security, 2023, 18, 1449-1460

[40] P. Zhu; S. Jin; X. Bu; Z. Hou; C. Yin, Model-Free Adaptive Control for a Class of MIMO Nonlinear Cyberphysical Systems Under False Data Injection Attacks, IEEE Transactions on Control of Network Systems, 2023, 10(1),467-478

[41] Q. Wang; S. Jin; Z. Hou, Compensation-Based Cooperative MFAILC for Multiple Subway Trains Under Asynchronous Data Dropouts, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(12), 23750-23760

[42] H. Ji; Y. Wei; L. Fan; S. Liu; Z. Hou; L. Wang, Data-Driven Distributed Information-Weighted Consensus Filtering in Discrete-Time Sensor Networks with Switching Topologies, IEEE Transactions on Cybernetics, 53(12), 2023, 7548-7559.

[43] Q. Wang; S. Jin; Z. Hou, Cooperative MFAILC for Multiple Subway Trains with Actuator Faults and Actuator Saturation, IEEE Transactions on Vehicular Technology, 2022, 71(8), 8164-8174

[44] W. Yu; X. Bu; Z. Hou, Security Data-Driven Control for Nonlinear Systems Subject to Deception and False Data Injection Attacks, IEEE Transactions on Network Science and Engineering, 2022, 9(4),2910-2921

[45] Y. Hui; R. Chi; B. Huang; Z. Hou, Data-Driven Adaptive Iterative Learning Bipartite Consensus for Heterogeneous Nonlinear Cooperation-Antagonism Networks, IEEE Transactions on Neural Networks and Learning Systems, 34(11), 2023, 8262-8270., DOI:10.1109/TNNLS.2022.3148726

[46] Q. Wang; S. Jin; Z. Hou, Data-Driven Event-Triggered Cooperative Control for Multiple Subway Trains with Switching Topologies, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(9),14702-14711

[47] X. Bu; W. Yu; L. Cui; Z. Hou; Z. Chen, Event-Triggered Data-Driven Load Frequency Control for Multiarea Power Systems, IEEE Transactions on Industrial Informatics, 2022, 18(9), 5982-5991

[48] J. Li; S. Wang; Z. Hou; J. Zhao, Multivariable Model-Free Adaptive Controller Design with Differential Characteristic for Load Reduction of Wind Turbines, IEEE Transactions on Energy Conversion, 2022, 37(2),1106-1114

[49] R. Chi; Y. Hui; R. Wang; B. Huang; Z. Hou, Discrete-Time-Distributed Adaptive ILC With Nonrepetitive Uncertainties and Applications to Building HVAC Systems, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022, 52(8), 5068-5080

[50] X. Yu; Z. Hou; M. M. Polycarpou, Controller-Dynamic-Linearization-Based Data-Driven ILC for Nonlinear Discrete-Time Systems with RBFNN, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022, 52(8),4981-4992

[51] Z. Li; C. Yin; H. Ji; Z. Hou, Constrained Spatial Adaptive Iterative Learning Control for Trajectory Tracking of High Speed Train, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(8), 11720-11728

[52] X. Yu; Z. Hou; M. M. Polycarpou, Distributed Data-Driven Iterative Learning Consensus Tracking for Nonlinear Discrete-Time Multiagent Systems, IEEE Transactions on Automatic Control, 2022, 67(7), 3670-3677

[53] W. Yu; R. Wang; X. Bu; Z. Hou; Z. Wu, Resilient Model-Free Adaptive Iterative Learning Control for Nonlinear Systems Under Periodic DoS Attacks via a Fading Channel, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022,52(7), 4117-4128

[54] S. Xiong; Z. Hou, Data-Driven Formation Control for Unknown MIMO Nonlinear Discrete-Time Multi-Agent Systems with Sensor Fault, IEEE Transactions on Neural Networks and Learning Systems, 2022, 33(12), 7728-7742

[55] X. Bu; W. Yu; Q. Yu; Z. Hou; J. Yang, Event-Triggered Model-Free Adaptive Iterative Learning Control for a Class of Nonlinear Systems Over Fading Channels, IEEE Transactions on Cybernetics, 2022,52(9),9597-9608

[56] Y. -X. Li; Z. Hou; W. -W. Che; Z. -G. Wu, Event-Based Design of Finite-Time Adaptive Control of Uncertain Nonlinear Systems, IEEE Transactions on Neural Networks and Learning Systems, 2022, 33(8), 3804-3813

[57] X. Yu; Z. Hou; M. M. Polycarpou, A Data-Driven ILC Framework for a Class of Nonlinear Discrete-Time Systems, IEEE Transactions on Cybernetics, 2022,52(7),6143-6157

[58] R. Chi; Y. Hui; B. Huang; Z. Hou; X. Bu, Data-Driven Adaptive Consensus Learning from Network Topologies, IEEE Transactions on Neural Networks and Learning Systems, 2022, 33(8), 3487-3497

[59] S. Xiong; Z. Hou, Model-Free Adaptive Control for Unknown MIMO Nonaffine Nonlinear Discrete-Time Systems with Experimental Validation, IEEE Transactions on Neural Networks and Learning Systems, 2022, 33(4), 1727-1739

[60] X. Hu; Y. -X. Li; Z. Hou, Event-Triggered Fuzzy Adaptive Fixed-Time Tracking Control for Nonlinear Systems, IEEE Transactions on Cybernetics, 2022,52(7),7206-7217

[61] R. Chi; H. Zhang; B. Huang; Z. Hou, Quantitative Data-Driven Adaptive Iterative Learning Control: From Trajectory Tracking to Point-to-Point Tracking, IEEE Transactions on Cybernetics, 2022, 52(6), 4859-4873

[62] Z. Hou; T. Lei, Constrained Model Free Adaptive Predictive Perimeter Control and Route Guidance for Multi-Region Urban Traffic Systems, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(2),912-924

[63] G. Liu; Z. Hou, Cooperative Adaptive Iterative Learning Fault-Tolerant Control Scheme for Multiple Subway Trains, IEEE Transactions on Cybernetics, 2022, 52(2), 1098-1111

[64] R. Chi; Y. Hui; B. Huang; Z. Hou; X. Bu, Spatial Linear Dynamic Relationship of Strongly Connected Multiagent Systems and Adaptive Learning Control for Different Formations, IEEE Transactions on Cybernetics, 2022,52(1),531-543

[65] R. Chi; Y. Hui; B. Huang; Z. Hou, Active Disturbance Rejection Control for Nonaffined Globally Lipschitz Nonlinear Discrete-Time Systems, IEEE Transactions on Automatic Control, 2021, 66(12), 5955-5967[长文]

[66] Q. Meng; Z. Hou, Active Disturbance Rejection Based Repetitive Learning Control with Applications in Power Inverters, IEEE Transactions on Control Systems Technology, 2021, 29(5),2038-2048

[67] N. Lin; R. Chi; B. Huang; Z. Hou, Event-Triggered Nonlinear Iterative Learning Control, IEEE Transactions on Neural Networks and Learning Systems, 2021,32(11),5118-5128

[68] R. Chi; Y. Hui; C. -J. Chien; B. Huang; Z. Hou, Convergence Analysis of Sampled-Data ILC for Locally Lipschitz Continuous Nonlinear Nonaffine Systems with Nonrepetitive Uncertainties, IEEE Transactions on Automatic Control, 2021, 66(7), 3347-3354

[69] Y. -X. Li; X. Hu; W. Che; Z. Hou, Event-Based Adaptive Fuzzy Asymptotic Tracking Control of Uncertain Nonlinear Systems, IEEE Transactions on Fuzzy Systems, 2021, 29(10),3003-3013

[70] Y. Liang; Y. -X. Li; W. -W. Che; Z. Hou, Adaptive Fuzzy Asymptotic Tracking for Nonlinear Systems with Nonstrict-Feedback Structure, IEEE Transactions on Cybernetics, 2021, 51(2), 853-861

[71] D. Li; Z. Hou, Perimeter Control of Urban Traffic Networks Based on Model-Free Adaptive Control, IEEE Transactions on Intelligent Transportation Systems, 2021,22(10), 6460-6472

[72] X. Bu; J. Liang; Z. Hou; R. Chi, Data-Driven Terminal Iterative Learning Consensus for Nonlinear Multiagent Systems with Output Saturation, IEEE Transactions on Neural Networks and Learning Systems, 2021,32(5),1963-1973

[73] Q. Yu; Z. Hou, Adaptive Fuzzy Iterative Learning Control for High-Speed Trains with Both Randomly Varying Operation Lengths and System Constraints, IEEE Transactions on Fuzzy Systems, 2021,29(8),2408-2418

[74] Y. Hui; R. Chi; B. Huang; Z. Hou; S. Jin, Observer-Based Sampled-Data Model-Free Adaptive Control for Continuous-Time Nonlinear Nonaffine Systems with Input Rate Constraints, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 51(12),7813-7822

[75] X. Yu, Z. Hou, M. M. Polycarpou, L. Duan, Data-Driven Iterative Learning Control for Nonlinear Discrete-Time MIMO Systems, IEEE Transactions on Neural Networks and Learning Systems, 2021,32(3),1136-1148

[76] G. Liu; Z. Hou, Adaptive Iterative Learning Control for Subway Trains Using Multiple-Point-Mass Dynamic Model Under Speed Constraint, IEEE Transactions on Intelligent Transportation Systems, 2021, 22(3),1388-1400

[77] G. Liu; Z. Hou, RBFNN-Based Adaptive Iterative Learning Fault-Tolerant Control for Subway Trains with Actuator Faults and Speed Constraint, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 51(9),5785-5799

[78] Y. Hui; R. Chi; B. Huang; Z. Hou, Extended State Observer-Based Data-Driven Iterative Learning Control for Permanent Magnet Linear Motor with Initial Shifts and Disturbances, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 51(3), 1881-1891

[79] R. Chi; Y. Hui; S. Zhang; B. Huang; Z. Hou, Discrete-Time Extended State Observer-Based Model-Free Adaptive Control Via Local Dynamic Linearization, IEEE Transactions on Industrial Electronics, 2020, 67(10), 8691-8701

[80] X. Bu; P. Zhu; Z. Hou; J. Liang, Finite-Time Consensus for Linear Multi-Agent Systems Using Data-Driven Terminal ILC, IEEE Transactions on Circuits and Systems II: Express Briefs, 2020, 67(10), 2029-2033

[81] Q. Yu; Z. Hou; X. Bu; Q. Yu, RBFNN-Based Data-Driven Predictive Iterative Learning Control for Nonaffine Nonlinear Systems, IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(4),1170-1182

[82] T. Lei; Z. Hou; Y. Ren, Data-Driven Model Free Adaptive Perimeter Control for Multi-Region Urban Traffic Networks with Route Choice, IEEE Transactions on Intelligent Transportation Systems, 2020, 21(7), 2894-2905

[83] Y. Hui; R. Chi; B. Huang; Z. Hou, 3-D Learning-Enhanced Adaptive ILC for Iteration-Varying Formation Tasks, IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(1), 89-99

[84] R. Chi; Y. Hui; B. Huang; Z. Hou, Adjacent-Agent Dynamic Linearization-Based Iterative Learning Formation Control, IEEE Transactions on Cybernetics, 2020, 50(10), 4358-4369

[85] X. Bu; Z. Hou; Q. Yu; Y. Yang, Quantized Data Driven Iterative Learning Control for a Class of Nonlinear Systems with Sensor Saturation, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2020, 50(12), 5119-5129

[86] S. Liu; Z. Hou; T. Tian; Z. Deng; Z. Li, A Novel Dual Successive Projection-Based Model-Free Adaptive Control Method and Application to an Autonomous Car, IEEE Transactions on Neural Networks and Learning Systems, 2019, 30(11), 3444-3457

[87] Z. Hou; S. Xiong, On Model-Free Adaptive Control and Its Stability Analysis, IEEE Transactions on Automatic Control, 2019, 64(11), 4555-4569【长论文】

[88] X. Bu; Q. Yu; Z. Hou; W. Qian, Model Free Adaptive Iterative Learning Consensus Tracking Control for a Class of Nonlinear Multiagent Systems, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019,49(4),677-686

[89] R. Chi; Z. Hou; S. Jin; B. Huang, An Improved Data-Driven Point-to-Point ILC Using Additional On-Line Control Inputs with Experimental Verification, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019, 49(4),687-696

[90] R. Chi; Z. Hou; S. Jin; B. Huang, Computationally Efficient Data-Driven Higher Order Optimal Iterative Learning Control, IEEE Transactions on Neural Networks and Learning Systems, 2018, 29(12), 5971-5980

[91] Q. Yu; Z. Hou; J. -X. Xu, D-Type ILC Based Dynamic Modeling and Norm Optimal ILC for High-Speed Trains, IEEE Transactions on Control Systems Technology, 2018, 26(2), 652-663

[92] X. Bu; Z. Hou; H. Zhang, Data-Driven Multiagent Systems Consensus Tracking Using Model Free Adaptive Control, IEEE Transactions on Neural Networks and Learning Systems, 2018, 29(5),1514-1524

[93] X. Bu; Z. Hou, Adaptive Iterative Learning Control for Linear Systems with Binary-Valued Observations, IEEE Transactions on Neural Networks and Learning Systems, 2018, 29(1), 232-237

[94] Z. Hou; R. Chi; H. Gao, An Overview of Dynamic-Linearization-Based Data-Driven Control and Applications, IEEE Transactions on Industrial Electronics, 2017, 64(5),4076-4090

[95] Z. Hou; S. Liu; T. Tian, Lazy-Learning-Based Data-Driven Model-Free Adaptive Predictive Control for a Class of Discrete-Time Nonlinear Systems, IEEE Transactions on Neural Networks and Learning Systems, 2017,28(8), 1914-1928

[96] Y. Zhu; Z. Hou; F. Qian; W. Du, Dual RBFNNs-Based Model-Free Adaptive Control With Aspen HYSYS Simulation, IEEE Transactions on Neural Networks and Learning Systems, 2017, 28(3), 759-765

[97] Z. Hou; X. Li, Repeatability and Similarity of Freeway Traffic Flow and Long-Term Prediction Under Big Data, IEEE Transactions on Intelligent Transportation Systems, 2016, 17(6), 1786-1796

[98] S. Liu; Z. Hou; C. Yin, Data-Driven Modeling for UGI Gasification Processes via an Enhanced Genetic BP Neural Network with Link Switches, IEEE Transactions on Neural Networks and Learning Systems, 2016, 27(12), 2718-2729

[99] H. Ji; Z. Hou; R. Zhang, Adaptive Iterative Learning Control for High-Speed Trains with Unknown Speed Delays and Input Saturations, IEEE Transactions on Automation Science and Engineering, 2016,13(1),260-273

[100] R. Chi; Z. Hou; S. Jin; D. Wang; C. -J. Chien, Enhanced Data-Driven Optimal Terminal ILC Using Current Iteration Control Knowledge, IEEE Transactions on Neural Networks and Learning Systems, 2015, 26(11), 2939-2948

[101] Y. Zhu; Z. Hou, Data-Driven MFAC for a Class of Discrete-Time Nonlinear Systems with RBFNN, IEEE Transactions on Neural Networks and Learning Systems, 2014, 25(5), 1013-1020

[102] Z. Hou; Y. Zhu, Controller-Dynamic-Linearization-Based Model Free Adaptive Control for Discrete-Time Nonlinear Systems, IEEE Transactions on Industrial Informatics, 2013, 9(4), 2301-2309

[103] X. Xu; Z. Hou; C. Lian; H. He, Online Learning Control Using Adaptive Critic Designs with Sparse Kernel Machines, IEEE Transactions on Neural Networks and Learning Systems, 2013, 24(5), 762-775

[104] R. Chi; Z. Hou; S. Jin; D. Wang; J. Hao, A Data-Driven Iterative Feedback Tuning Approach of ALINEA for Freeway Traffic Ramp Metering with PARAMICS Simulations, IEEE Transactions on Industrial Informatics, 2013, 9(4),2310-2317

[105] H. Sun; Z. Hou; D. Li, Coordinated Iterative Learning Control Schemes for Train Trajectory Tracking with Overspeed Protection, IEEE Transactions on Automation Science and Engineering, 2013,10(2), 323-333

[106] Z. Hou; J. Yan; J. -X. Xu; Z. Li, Modified Iterative-Learning-Control-Based Ramp Metering Strategies for Freeway Traffic Control with Iteration-Dependent Factors, IEEE Transactions on Intelligent Transportation Systems, 2012, 13(2), 606-618

[107] T. Chai; Z. Hou; F. L. Lewis; A. Hussain; D. Zhao, Guest Editorial Data-Based Control, Modeling, and Optimization, IEEE Transactions on Neural Networks, 2011, 22(12), 2150-2153

[108] Z. Hou; S. Jin, Data-Driven Model-Free Adaptive Control for a Class of MIMO Nonlinear Discrete-Time Systems, IEEE Transactions on Neural Networks, 2011,22(12),2173-2188

[109] D. Shen; Z. Hou, Iterative Learning Control with Unknown Control Direction: A Novel Data-Based Approach, IEEE Transactions on Neural Networks,2011,22(12), 2237-2249

[110] Z. Hou; X. Xu; J. Yan; J. -X. Xu; G. Xiong, A Complementary Modularized Ramp Metering Approach Based on Iterative Learning Control and ALINEA, IEEE Transactions on Intelligent Transportation Systems, 2011, 12(4), 1305-1318

[111] Z. Hou; S. Jin, A Novel Data-Driven Control Approach for a Class of Discrete-Time Nonlinear Systems, IEEE Transactions on Control Systems Technology, 2011, 19(6), 1549-1558

[112] C. Yin; J. -X. Xu; Z. Hou, A High-Order Internal Model Based Iterative Learning Control Scheme for Nonlinear Systems with Time-Iteration-Varying Parameters, IEEE Transactions on Automatic Control, 2010, 55(11), 2665-2670

[113] Z. Hou; J. -X. Xu; H. Zhong, Freeway Traffic Control Using Iterative Learning Control-Based Ramp Metering and Speed Signaling, IEEE Transactions on Vehicular Technology, 2007, 56(2),466-477

Automatica论文

[1] Yongqiang Li, Chaolun Lu, Zhongsheng Hou, and Yuanjing Feng*, Data-Driven Robust Stabilization with Robust Domain of Attraction Estimate for Nonlinear Discrete-Time Systems, Automatica, 119, 109031, 2020

[2] Yongqiang Li, C Yang, Zhongsheng Hou, Yuanjing Feng*, Chenkun Yin, Data-driven approximate Q-learning stabilization with optimality error bound analysis, Automatica, 103, 435-442, 2019

[3] Honghai Ji, Frank L. Lewis, Zhongsheng Hou* and Dariusz Mikulski, Distributed Information-weighted Kalman Consensus Filter for Sensor Networks, Automatica, 77, pp18–30, 2017. [长论文].

[4] Yongqiang Li, Zhongsheng Hou, Yuanjing Feng* and Ronghu Chi, Data-Driven Approximate Value Iteration with Analysis of Optimality Error Bound, Automatica, 78, p79–87, 2017

[5] Zhongsheng Hou, Ronghu Chi, and Jianxin Xu, Reply to “Comments on ‘Adaptive ILC for a class of discrete-time systems with iteration-varying trajectory and random initial condition’, Automatica, 46(3), p635-636, 2010

[6] Ronghu Chi, Zhongsheng Hou*, and Jian-xin Xu, A discrete-time adaptive ILC for systems with iteration-varying trajectory and random initial condition, Automatica, 44(8), 2207-2213, 2008