Model-free indirect adaptive decoupling control for nonlinear discrete-time MIMO systems. - Weihong Wang; Zhongsheng Hou; Shangtai Jin (CDC, 2009)

A Novel Data-Driven Control Approach for a Class of Discrete-Time Nonlinear Systems. - Zhongsheng Hou; Shangtai Jin (IEEE Trans. Control. Syst. Technol., 2011)

Data-Driven Model-Free Adaptive Control for a Class of MIMO Nonlinear Discrete-Time Systems. - Zhongsheng Hou; Shangtai Jin (IEEE Trans. Neural Networks, 2011)

A new dynamical linearization based adaptive ILC for nonlinear discrete-time MIMO systems. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin; Danwei Wang (ICARCV, 2012)

An identification based indirect iterative learning control via data-driven approach. - Ronghu Chi; Tao Su; Shangtai Jin (ICARCV, 2012)

Iterative learning control based automatic train operation with iteration-varying parameter. - Zhenxuan Li; Chenkun Yin; Shangtai Jin; Zhongsheng Hou (ICCA, 2013)

A Data-Driven Iterative Feedback Tuning Approach of ALINEA for Freeway Traffic Ramp Metering With PARAMICS Simulations. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin; Danwei Wang; Jiangen Hao (IEEE Trans. Ind. Informatics, 2013)

Terminal ILC design and analysis via a dynamical predictive model. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin; Chiang-Ju Chien; Danwei Wang (ICCA, 2014)

Data-Weighting Periodic RLS Based Adaptive Control Design and Analysis without Linear Growth Condition. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin (J. Appl. Math., 2014)

A Novel Data-Driven Terminal Iterative Learning Control with Iteration Prediction Algorithm for a Class of Discrete-Time Nonlinear Systems. - Shangtai Jin; Zhongsheng Hou; Ronghu Chi (J. Appl. Math., 2014)

MFAC-based balance control for freeway and auxiliary road system with multi-intersections. - Zhihui Cheng; Zhongsheng Hou; Shangtai Jin (ASCC, 2015)

Adaptive iterative learning control approach for PH neutralization of batch processes. - Ronghu Chi; Yu Liu; Zhongsheng Hou; Shangtai Jin (ASCC, 2015)

Simulation comparison among three data-driven control methods for the planar manipulator. - Mengxue Hou; Shangtai Jin (ASCC, 2015)

Data-driven model free adaptive control for a class of interconnected systems. - Yuanming Zhu; Feng Qian 004; Zhongsheng Hou; Shangtai Jin (ASCC, 2015)

Iterative Tuning Strategy for Setting Two-Way Offset by Using Histogram of Traffic Flows in Traffic Signal Control. - Yu Wang 095; Danwei Wang; Shangtai Jin; Nan Xiao 001; Yitong Li; Emilio Frazzoli (ITSC, 2015)

A unified data-driven design framework of optimality-based generalized iterative learning control. - Ronghu Chi; Zhongsheng Hou; Biao Huang 001; Shangtai Jin (Comput. Chem. Eng., 2015)

A data-driven adaptive ILC for a class of nonlinear discrete-time systems with random initial states and iteration-varying target trajectory. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin (J. Frankl. Inst., 2015)

Enhanced Data-Driven Optimal Terminal ILC Using Current Iteration Control Knowledge. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin; Danwei Wang; Chiang-Ju Chien (IEEE Trans. Neural Networks Learn. Syst., 2015)

ILC based perimeter control for an urban traffic network. - Ying Ding; Shangtai Jin; Chenkun Yin; Zhongsheng Hou (ICARCV, 2016)

PID-based stability analysis for unknown affine nonlinear discrete-time systems. - Shuangshuang Xiong; Shangtai Jin; Zhongsheng Hou (ASCC, 2017)

Iterative Tuning With Reactive Compensation for Urban Traffic Signal Control. - Yu Wang 095; Danwei Wang; Shangtai Jin; Nan Xiao 001; Yitong Li; Emilio Frazzoli (IEEE Trans. Control. Syst. Technol., 2017)

Computationally Efficient Data-Driven Higher Order Optimal Iterative Learning Control. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin; Biao Huang 001 (IEEE Trans. Neural Networks Learn. Syst., 2018)

Data-Driven Model-Free Adaptive Attitude Control Approach for Launch Vehicle With Virtual Reference Feedback Parameters Tuning Method. - Li Duan; Zhongsheng Hou; Xian Yu; Shangtai Jin; Kunfeng Lu (IEEE Access, 2019)

Data-Driven Model-Free Adaptive Predictive Control for a Class of MIMO Nonlinear Discrete-Time Systems With Stability Analysis. - Yuan Guo; Zhongsheng Hou; Shida Liu; Shangtai Jin (IEEE Access, 2019)

Model-Free Adaptive Predictive Control for an Urban Road Traffic Network via Perimeter Control. - Zhenxuan Li; Shangtai Jin; Chunye Xu; Jing Li 057 (IEEE Access, 2019)

An Improved Data-Driven Point-to-Point ILC Using Additional On-Line Control Inputs With Experimental Verification. - Ronghu Chi; Zhongsheng Hou; Shangtai Jin; Biao Huang 001 (IEEE Trans. Syst. Man Cybern. Syst., 2019)

Self-Guided Actor-Critic: Reinforcement Learning from Adaptive Expert Demonstrations. - Haoran Zhang; Chenkun Yin; Yanxin Zhang; Shangtai Jin (CDC, 2020)

Metro Passenger Flow Prediction Model Using Attention-Based Neural Network. - Jun Yang 049; Xuchen Dong; Shangtai Jin (IEEE Access, 2020)

A Data-Driven Distributed Adaptive Control Approach for Nonlinear Multi-Agent Systems. - Xian Yu; Shangtai Jin; Genfeng Liu; Ting Lei; Ye Ren (IEEE Access, 2020)

Observer-Based Sampled-Data Model-Free Adaptive Control for Continuous-Time Nonlinear Nonaffine Systems With Input Rate Constraints. - Yu Hui; Ronghu Chi; Biao Huang 001; Zhongsheng Hou; Shangtai Jin (IEEE Trans. Syst. Man Cybern. Syst., 2021)

Reinforcement Learning from Demonstrations by Novel Interactive Expert and Application to Automatic Berthing Control Systems for Unmanned Surface Vessel. - Haoran Zhang; Chenkun Yin; Yanxin Zhang; Shangtai Jin; Zhenxuan Li (CoRR, 2022)

Data-Driven Event-Triggered Cooperative Control for Multiple Subway Trains With Switching Topologies. - Qian Wang 050; Shangtai Jin; Zhongsheng Hou (IEEE Trans. Intell. Transp. Syst., 2022)

Compensation-Based Cooperative MFAILC for Multiple Subway Trains Under Asynchronous Data Dropouts. - Qian Wang 050; Shangtai Jin; Zhongsheng Hou (IEEE Trans. Intell. Transp. Syst., 2022)

Cooperative MFAILC for Multiple Subway Trains With Actuator Faults and Actuator Saturation. - Qian Wang 050; Shangtai Jin; Zhongsheng Hou (IEEE Trans. Veh. Technol., 2022)

Target Detection Algorithm Based on Improved YOLOv5 for Edge Computing Devices. - Yanqiu Wang; Shangtai Jin; Chenkun Yin; Zejin Wu (RICAI, 2023)

Modeling and Simulation of the Suspension Guidance System for Passive Guided Maglev Trains. - Zejin Wu; Shangtai Jin; Chenkun Yin; Zeren Zhao (RICAI, 2023)

Traffic Flow Prediction of Highway Service Area Based on Temporal Convolution Network and Graph Attention Network. - Zeren Zhao; Shangtai Jin; Chenkun Yin; Yanqiu Wang (RICAI, 2023)

Model-Free Adaptive Control for a Class of MIMO Nonlinear Cyberphysical Systems Under False Data Injection Attacks. - Panpan Zhu; Shangtai Jin; Xuhui Bu; Zhongsheng Hou; Chenkun Yin (IEEE Trans. Control. Netw. Syst., 2023)

Distributed Data-Driven Control for a Connected Heterogeneous Vehicle Platoon Under Quantized and Switching Topologies Communication. - Panpan Zhu; Shangtai Jin; Xuhui Bu; Zhongsheng Hou (IEEE Trans. Veh. Technol., 2023)

Event-Triggered Cooperative Model-Free Adaptive Iterative Learning Control for Multiple Subway Trains With Actuator Faults. - Qian Wang 050; Shangtai Jin; Zhongsheng Hou (IEEE Trans. Cybern., 2023)

Improved Model-Free Adaptive Control for MIMO Nonlinear Systems With Event-Triggered Transmission Scheme and Quantization. - Panpan Zhu; Shangtai Jin; Xuhui Bu; Zhongsheng Hou (IEEE Trans. Cybern., 2023)

Distributed Data-Driven Event-Triggered Fault-Tolerant Control for a Connected Heterogeneous Vehicle Platoon With Sensor Faults. - Panpan Zhu; Shangtai Jin; Xuhui Bu; Zhongsheng Hou (IEEE Trans. Intell. Transp. Syst., 2024)

Attitude Adjustment of a Two-Wheel Balance Vehicle Based on an Enhanced Model-Free Adaptive Control Algorithm. - Shida Liu; Yuhao Yan; Ye Ren; Shangtai Jin; Zhongsheng Hou (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

Distributed Data-Driven Control for a Connected Autonomous Vehicle Platoon Subjected to False Data Injection Attacks. - Panpan Zhu; Shangtai Jin; Xuhui Bu; Zhongsheng Hou (IEEE Trans Autom. Sci. Eng., 2024)

Disturbance Observer Dynamic Linearization-Based Model-Free Adaptive Control for Discrete-Time Nonlinear Systems. - Zunyao Yang; Mengxue Hou; Zhongsheng Hou; Shangtai Jin (IEEE Trans. Cybern., 2024)

A Data-Driven Control Algorithm With Time Delay Compensation Based on Optimized Recursive Adaptive Identification for Magnetic Levitation Systems. - Zhen Li; Shangtai Jin; Yuzhou Wei; Honghai Ji; Zhongsheng Hou (IEEE Trans Autom. Sci. Eng., 2025)

A Novel Enhanced Data-Driven Model-Free Adaptive Control Scheme for Path Tracking of Autonomous Vehicles. - Shida Liu; Guang Lin; Honghai Ji; Shangtai Jin; Zhongsheng Hou (IEEE Trans. Intell. Transp. Syst., 2025)