58

Yuan Ma, Silei Ren, Wei Chen, and Zhi Quan, Data-Driven Beam Tracking   for Mobile Millimeter-Wave Communication Systems Without Channel Estimation,   IEEE Wireless Communications Letters, 10(12), 2021. 2747- 2751

Millimeter-wave

               communication

57

Saeid Aghaei Hashjin, Adrien Corne, Shengzhao Pang, Karim   Ait-Abderrahim, El-Hadj Miliani, and Babak Nahid-Mobarakeh, Current   Sensorless Control for WRSM Using Model-Free Adaptive Control IEEE   Transactions on Transportation Electrification, 7(2), 2021. 683- 693

Wound   rotor synchronous

Machine

56

Na Lin, Ronghu Chi, and Biao Huang, Event-Triggered Model-Free Adaptive   Control, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 51(6),   2021. 3358-3369

理论研究

55

Jun-Chao Ren, Ding Liu, and Yin Wan, Model-Free Adaptive Iterative   Learning Control Method for the Czochralski Silicon Monocrystalline Batch   Process, IEEE Transactions on Semiconductor Manufacturing, 34(3), 2021.   398-407

Monocrystalline batch

             process

54

Xi Wu, Mengting Wang, Mohammad Shahidehpour, Shuang Feng, and Xi Chen, Model-Free   Adaptive Control of STATCOM for SSO

Mitigation in DFIG-Based Wind Farm, IEEE Transactions on Power Systems,   36(6), 2021. 5282-5293.

Doubly-fed induction   generator

53

Jiannan Chen, Changchun Hua, and Xinping Guan, Iterative Learning   Model-Free Control for Networked Systems With Dual-Direction Data Dropouts   and Actuator Faults, IEEE Transactions on Neural Networks and Learning   Systems, 32(11), 2021. 5232-5240

Actuator faults,

52

Yanda Huo, Peng Li, Haoran Ji, Jinyue Yan, Guanyu Song, Jianzhong Wu,   and Chengshan Wang, Data-Driven Adaptive Operation of Soft Open Points in   Active Distribution Networks, IEEE Transactions on Industrial Informatics, 17(12),   2021. 8230-8242

Active distribution 

            networks

51

Haotian Liu, Wenchuan Wu, and Anjan Bose, Model-Free Voltage Control for   Inverter-Based Energy Resources: Algorithm, Simulation and Field Test   Verification, IEEE Transactions on Energy Conversion, 36(2), 2021. 1207- 1215

Voltage control

50

Masoud Fetanat, Michael Stevens, Christopher Hayward, and Nigel H.   Lovell, A Sensorless Control System for an Implantable Heart Pump Using a   Real-Time Deep Convolutional Neural Network, IEEE Transactions on Biomedical   Engineering, 68(10), 2021. 3029- 3038

Left   ventricular

Assist devices

49

Hangjie Mo, Ruofeng Wei, Bo Ouyang, Liuxi Xing, Yanhu Shan, Yunhui Liu,   and Dong Sun, Control of a Flexible Continuum Manipulator for Laser Beam   Steering, IEEE Robotics and Automation Letters, 6(2), 2021. 1074- 1081

Soft robot applications

48

任凯, 高传强, 张伟伟. 翼型激波抖振的无模型自适应控制. 空气动力学学报, 2021, 39(6):   149-155. DOI: 10.7638/kqdlxxb-2021.0297

激波抖振

47

Huarong Zhao, Li Peng, Hongnian Yu, Model-free adaptive consensus   tracking control for unknown nonlinear multi-agent systems with sensor   saturation, Int J Robust Nonlinear Control. 2021;31:6473–6491.

理论研究

46

Oh, K., Seo, J. (2021). Sensitivity-based model-free adaptive   displacement and velocity control algorithms for unknown single-input   multi-output systems with recursive least squares. Journal of Mechanical   Science and Technology, 35 (11), (2021) 5173~5185.

http://doi.org/10.1007/s12206-021-1035-9

DC motor test platform

45

Yonglu Du, Haotian Li, Minrui Fei, Ling Wang, Pinggai Zhang and Wanqing   Zhao, Water Level Control of Steam Generator in Nuclear Power Plant Based on   Intelligent MFAC-PID, Proceedings of the 40th Chinese Control Conference,   July 26-28, 2021, Shanghai, China

Nuclear power plant

44

Chuanchao Zhu, Qiang Zhang, Zhiqiang Guo, Model-free adaptive control of   cement mill load based on VRFT method, China Automation Congress (CAC), 2021,   DOI: 10.1109/CAC53003.2021.9727700

Cement mill load

43

Zhiqiang Guo, Qiang Zhang, Chuanchao Zhu, Ball mill load control based   on model free adaptive integral sliding mode control, China Automation   Congress (CAC), 2021, DOI: 10.1109/CAC53003.2021.9728635

Ball mill load control

42

M.L. Corradini, G. Ippoliti and G. Orlando,Efficiency maximization of   wind turbines using data-driven Model-Free Adaptive Control, Renewable Energy   Systems. DOI: https://doi.org/10.1016/B978-0-12-820004-9.00007-3

电力系统

41

Shouli Gao, Dongya Zhao, Xinggang Yan, and Sarah K. Spurgeon, Linearized   Bregman iteration based model-free adaptive sliding mode control for a class   of non-linear systems, IET Control Theory Appl. 2021;15:281–296.

过程控制

40

L. He, K. Wen, J. Gong et al., A multi-model ensemble digital twin   solution for real-time unsteady flow state estimation of a pumping station.   ISA Transactions. 2021. https://doi.org/10.1016/j.isatra.2021.08.021

Pumping station

39

Shoulin Hao, Tao Liu and Wojciech Paszke, Control for Nonlinear Batch   Processes with Nonrepetitive Disturbances Subject to Input Constraints, IFAC   Papers OnLine 54-3 (2021) 25–30

理论应用

38

Milad Malekzadeh, Ioannis Papamichail, Markos Papageorgiou, Internal Boundary Control of Lane-Free   Automated Vehicle Traffic using a Model-Free Adaptive Controller, IFAC Papers   OnLine 54-2 (2021) 99–106

交通应用

37

Huarong Zhao, Li Peng and Hongnian Yu, Model-free adaptive consensus   tracking control for unknown nonlinear multi-agent systems with sensor   saturation, Int J Robust Nonlinear Control. 2021;1–19.

理论应用

36

Weiming Zhang, Dezhi Xu, Bin Jiang, Tinglong Pan, Prescribed performance   based model-free adaptive sliding mode constrained control for a class of   nonlinear systems, Information Sciences 544 (2021) 97–116

理论应用

35

Chang-Ren Zhou Wei-Wei Che, Quantized data-based iterative learning   control under denial-of-service attacks, Optim Control Appl Meth. 2021;1–15.

理论应用

34

Meng-Ying Su, Wei-Wei Che, Fault-tolerant control for model-free   networked control systems under DoS attacks, Journal of the Franklin   Institute 358 (2021) 9023–9033

理论应用

33

Yulei Liao, Ye Li, Kaiwen Pan, Leifeng Wang, Weixin Zhang, Adaptive   multi-body yawing filter of wave driven robot with dynamic response amending,   Ocean Engineering 242 (2021) 110167

Wave   driven robot

32

H. Liu, Q. Cheng, J. Xiao et al., Data-driven adaptive integral terminal   sliding mode control for uncertain SMA actuators with input saturation and   prescribed performance. ISA Transactions (2021),   https://doi.org/10.1016/j.isatra.2021.11.034.

Shape memory alloy actuators

31

Maojun Xu, Jinxin Liu, Ming Li, Jia Geng, Yun Wu, Zhiping Song, Improved   hybrid modeling method with input and output self-tuning for gas turbine   engine, Energy. 238 (2022) 121672

Gas turbine engine

30

Yong-Sheng Ma, Wei-Wei Che, and Chao Deng, Event-triggered model-free   adaptive control for nonlinear cyber-physical systems with false data   injection attacks, Int J Robust Nonlinear Control. 2021. 1–11.

理论应用

29

C. Treesatayapun, Output Feedback Controller for a Class of Unknown   Nonlinear Discrete Time Systems Using Fuzzy Rules Emulated Networks and   Reinforcement Learning, Fuzzy Information And Engineering,   https://doi.org/10.1080/16168658.2021.1943887

DC motor current

28

Yasin Asadi, Amirhossein Ahmadi, et al, Data-Driven Model-Free Adaptive   Control of Z-Source Inverters, Sensors, 2021, 21, 7438.   https://doi.org/10.3390/s21227438

理论应用

27

MahdiKhosravi, A.B.Novinzadeh, A multi-body control approach for   flapping wing micro aerial vehicles, Aerospace Science and Technology 112   (2021) 106525

Flapping wing micro aerial vehicles

26

Mingdong Hou,Yinsong Wang,Yaozhen Han, Data-driven discrete terminal   sliding mode decoupling control method with prescribed performance, Journal   of the Franklin Institute, 358 (2021) 6612–6633.   www.elsevier.com/locate/jfranklin

Three-tank   system

25

Chidentree Treesatayapun, Data-driven optimal fault-tolerant-control and   detection for a class of unknown nonlinear discrete-time systems, Optim   Control Appl Meth. 2021;1–20.

理论应用

24

温亮, 周平. 基于多参数灵敏度分析与遗传优化的铁水质量无模型自适应控制. 自动化学报, 2021, 47(11): 2600-2613

铁水质量

23

Yuan Wang and Zhanshan Wang, Model-free adaptive tracking control for   networked nonlinear systems with data dropout, Int J Robust Nonlinear   Control. 2021;1–16.

理论研究

22

Na Dong, Wenjin Lv, Shuo Zhu, Zhongke Gao, and Celso Grebogi, Model-free   adaptive nonlinear control of the absorption refrigeration system, Nonlinear   Dyn. https://doi.org/10.1007/s11071-021-06964-5

Refrigeration system

21

Zhao, Z., Xiao, J., Liu, H., Zhang, H., Hao, L. Prescribed Performance   Control for the Upper-Limb Exoskeleton System in Passive Rehabilitation   Training Tasks. Appl. Sci., 2021, 11, 10174.   https://doi.org/10.3390/app112110174

Upper-limb exoskeleton

20

Yuan Wang, Shun Li, and Bin Zhang, General regression neural   network-based data-driven model-free predictive functional control for a   class of discrete-time nonlinear systems, Nonlinear Dyn,   https://doi.org/10.1007/s11071-021-06991-2

理论应用

19

Xiangquan Li, Zhengguang Xu, Yanrong Lu, Jiarui Cui, and Lixin Zhang,   Modified Model Free Adaptive Control for a Class of Nonlinear Systems with   Multi-threshold Quantized Observations, International Journal of Control,   Automation and Systems, 19(10) (2021) 3285-3296

理论应用

18

XueAi Li, Kui Sun, Chuangqiang Guo, Hong Liu, Hybrid adaptive   disturbance rejection control for inflatable robotic arms, ISA Transactions ,   https://doi.org/10.1016/j.isatra.2021.08.016

Inflatable robotic arms

17

Xun Gu, Bin Xian, and Jieqi Li, Model free adaptive control design for a   tilt trirotor unmanned aerial vehicle with quaternion feedback: Theory and   implementation, Int J Adapt Control Signal Process. 2021;1–16.

Trirotor unmanned aerial vehicle

16

Juan Li, Yinan Wang, Xiaowei Zhao, Pengyuan Qi, Model free adaptive   control of large and flexible wind turbine rotors with controllable flaps,   Renewable Energy. 180 (2021) 68-82

Flexible wind turbine

15

Xian-Sheng Li, Yuan-Yuan Ren, and Xue-Lian Zheng, Model-Free Adaptive   Control for Tank Truck Rollover Stabilization, Mathematical Problems in   Engineering, Volume 2021, Article ID 8417071, 16 pages.   https://doi.org/10.1155/2021/8417071

Rollover stabilization

14

Wenyan Tang, Jia Wu, Ning Liu, Haihong Mo, Distributed data driven   control for multi-agent consensus with unknown system dynamics, Journal of   the Franklin Institute, https://doi.org/10.1016/j.jfranklin.2021.07.017

理论应用

13

Yongpeng Weng, Dong Nan, and Ning Wang, Fast quasi-sliding mode control   of unknown QUAVs: A data-driven cascade control approach, Asian J Control.   2021;1–20.

Quadrotor unmanned

Aerial vehicles

12

Omer Abbaker AM, Haoping Wang, and Yang Tian, Enhanced Model-Free   Discrete-Time Adaptive Terminal Sliding-Mode Control for SOFC Power Plant   with Input Constraints, Arabian Journal for Science and Engineering,   https://doi.org/10.1007/s13369-021-05835-w

Solid oxide fuel cell

11

Jun-Chao Ren, Ding Liu, Yin Wan, Modeling and application of Czochralski   silicon single crystal growth process using hybrid model of data-driven and   mechanism-based methodologies, Journal of Process Control, 104, 2021, 74–85

Silicon crystal growth process

10

Jianshen Li, Shuangxin Wang, Dual multivariable model-free adaptive   individual pitch control for load reduction in wind turbines with actuator   faults, Renewable Energy, 174, 2021, 293-304

Pitch control

9

Chen Chen, and Jiangang Lu, Different-factor compact-form model-free   adaptive control with neural networks for MIMO nonlinear systems, Asian J   Control, 2021;1–12.

Coal mill system

8

Yong Xiong, Jiajun Yu, Yijing Tu, Lin Pan, Qige Zhu, and Junmin Mou,   Research on data driven adaptive berthing method and technology, Ocean   Engineering 222 (2021) 108620

Ship   automatic berthing

7

Liu Mingfang, Zhao Zhirui, Hao Lina, Prescribed performance model-free   adaptive sliding mode control of a shape memory alloy actuated system, ISA,   2021, https://doi.org/10.1016/j.isatra.2021.05.021

Shape memory alloy

6

Yue Jiang, Xiaojun Xu, and Lei Zhang, Heading tracking of 6WID/4WIS   unmanned ground vehicles with variable wheelbase based on model free adaptive   control, Mechanical Systems and Signal Processing 159 (2021) 107715

Unmanned ground vehicles

5

Yasin Asadi, Malihe Maghfoori Farsangi, Ehsan Bijami, Ali Moradi Amani,   Kwang Y. Lee, Data-driven adaptive control of wide-area non-linear systems   with input and output saturation: A power system application, Electrical   Power and Energy Systems. 133 (2021) 107225

Power system

4

Jian Liu, Xiaoli Li, Kang Wang, Fuqiang Wang and Guimei Cui, Model Free   Adaptive Predictive Control of Desulfurization Slurry pH Based on CPS Framework,   Journal of Beijing Institute of Technology, 2020,Vol. 29, No. 4

Desulfurization Slurry ph

3

Lei He, Jing Gong, et. Al, New method based on model-free adaptive   control theory and Kalman filter for multi-product unsteady flow state estimation,   Journal of Energy Resources Technology. Doi:10.1115/1.4050630

Multi-product pipeline system

2

Josue Gomez, Chidentree Treesatayapun, and America Morales, Data-driven   identification and control based on optic tracking feedback for robotic systems,   The International Journal of Advanced Manufacturing Technology,   https://doi.org/10.1007/s00170-020-06377-5

Robotic systems

1

Puling Liu, Xiaodong Yao, Guangyan Ge, Zhengchun Du, Xiaobing Feng, and   Jianguo Yang, A Dynamic Linearization Modeling of Thermally Induced Error   Based on Data‑Driven Control for CNC Machine Tools, International   Journal of Precision Engineering and Manufacturing, 2021, 22:241–258

Cnc machine tools