126

Xiaojie Qiu, Yingchun Wang, Huaguang Zhang, and   Xiangpeng Xie, Resilient Model Free Adaptive Distributed LFC for Multi-Area   Power Systems Against Jamming Attacks, IEEE Transactions on Neural Networks and   Learning Systems, 2022. https://doi.org/10.1109/TNNLS.2021.3123235.

Load frequency control (LFC)

125

Yong-Sheng Ma, Wei-Wei Che, Chao Deng, and Zheng-Guang   Wu, Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under   DoS Attacks, IEEE Transactions on Neural Networks and Learning Systems, 2022.   https://doi.org/10.1109/TNNLS.2021.3104978.

多智能体分布式控制

  124

Jianfei Dong, Robust Data-Driven Iterative   Learning Control for Linear-Time-Invariant and Hammerstein–Wiener Systems,   IEEE Transactions on Cybernetics, 2022. https://doi.org/10.1109/TCYB.2021.3105745.

Hammerstein–wiener   systems

123

Simone Baldi, Danping Sun, Xin Xia, Guopeng   Zhou, and Di Liu,ArduPilot-based adaptive autopilot: architecture and   software-in-the-loop experiments, IEEE Transactions on Aerospace and   Electronic Systems, 2022. DOI 10.1109/TAES.2022.3162179

           Adaptive autopilot

122

Yanda Huo, Peng Li, Haoran Ji, Hao Yu, Jinyue   Yan, Jianzhong Wu, Chengshan Wang, Data-driven Coordinated Voltage Control   Method of Distribution Networks with High DG Penetration, IEEE Transactions   on Power Systems, 2022.DOI 10.1109/TPWRS.2022.3172667

         Distributed generator (DG)

121

Yasin Asadi, Malihe Maghfoori Farsangi, Ali   Moradi Amani, Ehsan Bijami and Hassan Haes Alhelou, Data-Driven Automatic   Generation Control of Interconnected Power Grids subject to Deception Attacks,   IEEE Internet of Things Journal. 2022, DOI 10.1109/JIOT.2022.3182978

Interconnected power grids

  120

Zhong-Hua Pang, Biao Ma, Guo-Ping Liu, and Qing-Long   Han, Data-Driven Adaptive Control: An Incremental Triangular Dynamic   Linearization Approach, IEEE Transactions on Circuits and Systems--II:   Express Briefs. 2022, DOI 10.1109/TCSII.2022.3181232

理论研究

 119

Weiming Zhang, Dezhi Xu, Bin Jiang, and Peng   Shi, Virtual-Sensor-Based Model-Free Adaptive Fault-Tolerant Constrained   Control for Discrete-Time Nonlinear Systems, IEEE Transactions on Circuits and   Systems—I: Regular Papers, 2022, https://doi.org/10.1109/TCSI.2022.3189221.

Virtual synchronous generator (VSG)

118

Fang Liu, Haotian Li, Qianyi Liu,Kangzhi Liu,   Danyun Li, Improved data-driven model-free adaptive damping controller design   for interconnected power systems with stochastic communication delays, IEEE   Transactions on Power Delivery. 2022, DOI 10.1109/TPWRD.2022.3197397

Wide-area damping control

117

Wenjie Wu, Lin Qiu, Jose Rodriguez,Xing Liu,   Jien Ma, and Youtong Fang,Data-Driven Finite Control-Set Model Predictive   Control for Modular Multilevel Converter, IEEE Journal of Emerging and   Selected Topics in Power Electronics. 2022, DOI 10.1109/JESTPE.2022.3207454

Modular  multilevel converter

115

Xing Liu, Lin Qiu, Youtong Fang, and Jose Rodriguez,   Predictor-Based Data-Driven Model-Free Adaptive Predictive Control of Power   Converters Using Machine Learning，IEEE Transactions on Industrial Electronics.   2022，DOI 10.1109/TIE.2022.3208594

Modular multilevel converter

114

Xi Wu, Shanshan Xu, Xingyu Shi, Mohammad   Shahidehpour, Mengting Wang, and Zhiyi Li, Mitigating Subsynchronous   Oscillation Using Model-Free Adaptive Control of DFIGs, IEEE Transactions on   Sustainable Energy. 2022, DOI 10.1109/TSTE.2022.3209305

Doubly-fed   induction generator.

113

Panpan Zhu, Shangtai Jin, Xuhui Bu, Zhongsheng   Hou, and Chenkun Yin, Model-Free Adaptive Control for a Class of MIMO   Nonlinear Cyber-Physical Systems Under False Data Injection Attacks, IEEE   Transactions on Control of Network Systems. 2022. DOI   10.1109/TCNS.2022.3203354

网络攻击

112

Panpan Zhu, Shangtai Jin, Xuhui Bu, and   Zhongsheng Hou, Improved Model-Free Adaptive Control for MIMO Nonlinear   Systems With Event-Triggered Transmission Scheme and Quantization, IEEE Transactions   on Cybernetics, 2022. https://doi.org/10.1109/TCYB.2022.3203036.

网络量化

  111

Yang Mi, Jin Deng, Xiaomin Wang, Shunfu Lin,   Xiangjing Su, Yang Fu, Multiagent Distributed Secondary Control for Energy   Storage Systems With Lossy Communication Networks in DC Microgrid, IEEE   Transactions on Smart Grid. 2022. DOI 10.1109/TSG.2022.3214745

DC microgrid

110

Huarong   Zhao, Jinjun Shan, Li Peng, and Hongnian Yu, Distributed Event-triggered   Bipartite Consensus for Multi-agent Systems Against Injection

Attacks,   IEEE Transactions on Industrial Informatics, 2022. DOI   10.1109/TII.2022.3157595

            Bipartite formation

109

Huarong   Zhao, Jinjun Shan, Li Peng, Hongnian Yu, Learning-based Robust Bipartite   Consensus Control for a Class of Multiagent Systems, IEEE Transactions on   Industrial Electronics, 2022. DOI 10.1109/TIE.2022.3174275

            多智能体数据丢包

108

Huarong   Zhao , Hongnian Yu, and Li Peng, Event-Triggered Distributed Data-Driven   Iterative Learning Bipartite Formation Control for Unknown Nonlinear   Multiagent Systems, IEEE Transactions on Neural Networks and Learning Systems,   2022. https://doi.org/10.1109/TNNLS.2022.3174885.

               Bipartite formation

107

Yifan Wang,   Miaolei Zhou, Dawei Hou, Wenjing Cao, Xiaoliang Huang,Composite Data   Driven-based Adaptive Control for a Piezoelectric Linear Motor, IEEE   Transactions on Instrumentation and Measurement. 2022. DOI   10.1109/TIM.2022.3216412

                Piezoelectric linear motor

106

Bai-Fan Yue   and Wei-Wei Che,Data-Driven Dynamic Event-Triggered Fault-Tolerant Platooning   Control, IEEE Transactions on Industrial Informatics. 2022. DOI   10.1109/TII.2022.3217470

        Vehicular platooning control

105

Bai-Fan   Yue, Meng-Ying Su, Xiao-Zheng Jin, and Wei-Wei Che Event-Triggered MFAC of Nonlinear   NCSs Against Sensor Faults and DoS Attacks，IEEE Transactions on Circuits and Systems—II: Express Briefs, VOL. 69, NO. 11, November   2022. 4409- 4413

网络攻击

104

Ruili Dong,   Yonghong Tan, Lei Wu, and Pengfei Zhao, A Model Independent Control Scheme   for Electromagnetic Scanning Micromirrors, IEEE/ASME Transactions on   Mechatronics, 27(5), 2022. 3255- 3264

电磁扫描

102

Ji Zhang,   Sen-Chun Chai, Bai-Hai Zhang, and Guo-Ping Liu, Distributed Model-Free   Sliding-Mode Predictive Control of Discrete-Time Second-Order Nonlinear Multiagent   Systems With Delays, IEEE Transactions on Cybernetics, 52(11), 2022.   12403-12413.

网络控制

101

Zhong-Hua   Pang, Xue-Ying Zhao, Jian Sun, Yuntao Shi, and Guo-Ping Liu, Comparison of   Three Data-Driven Networked Predictive Control Methods for a Class of   Nonlinear Systems, IEEE/CAA Journal of Automatica Sinica, 9(9), 2022.   1714-1716

网络控制

100

Haoran Tan,   Yaonan Wang, Zhiwu Huang, and Zhiqiang Miao , Distributed Group Coordination   of Multiagent Systems in Cloud Computing Systems Using a Model-Free Adaptive   Predictive Control Strategy, IEEE Transactions on Neural Networks and   Learning Systems, 33(8), 2022. 3461- 3473.

网络控制

99

Jianshen   Li, Shuangxin Wang, Zhongsheng Hou, and Juchao Zhao, Multivariable Model-Free   Adaptive Controller Design With Differential Characteristic for Load   Reduction of Wind Turbines, IEEE Transactions on Energy Conversion, 37(2), 2022.   1106-1114

风能发电

98

Ping Zhou,   Shuai Zhang, Liang Wen, Jun Fu, Tianyou Chai, and Hong Wang, Kalman   Filter-Based Data-Driven Robust Model-Free Adaptive Predictive Control of a   Complicated Industrial Process, IEEE Transactions on Automation Science and Engineering,   19(2), 2022. 788-803

工业过程

97

Can Pei, Suzhi Bi, and Zhi Quan, Data-Driven Bandpass Filter Design for   Estimating Symbol Rate of Sporadic Signal at Low SNR, IEEE Transactions on   Wireless Communications, 21(4), 2022. 2680-2694

无线通讯

96

Yingchun Wang, Xiaojie Qiu, Huaguang Zhang, and Xiangpeng Xie,   Data-Driven-Based Event-Triggered Control for Nonlinear CPSs Against Jamming   Attacks, IEEE Transactions on Neural Networks And Learning Systems, 33(7),   2022 3171-3177

网络控制

95

Shuhua Zhang, Lifeng Ma, and Xiaojian Yi, Model-Free Adaptive Control   for Nonlinear Multi-Agent Systems With Encoding-Decoding Mechanism, IEEE Transactions   on Signal and Information Processing over Networks, VOL. 8, 2022 489-498

多智能体控制

94

Dai Li and Bart De Schutter, Distributed Model-Free Adaptive Predictive   Control for Urban Traffic Networks, IEEE Transactions On Control Systems   Technology, 30(1), 2022. 180-192

城市交通

93

Jian Feng, Weizhao Song, Huaguang Zhang, and Wei Wang, Data-Driven   Robust Iterative Learning Consensus Tracking Control for MIMO Multiagent   Systems Under Fixed and Iteration-Switching Topologies, IEEE Transactions on   Systems, Man, and Cybernetics: Systems, Vol. 52, No. 2, February 2022. P1331-   1344

多智能体控制

92

Yuan Wang and Zhanshan Wang, Data-Driven Model-Free Adaptive   Fault-Tolerant Control for a Class of Discrete-Time Systems, IEEE Transactions   on Circuits And Systems—II: Express Briefs, VOL. 69, NO. 1, JANUARY 2022,   154-158

容错控制

91

M. L. Corradini, A Robust Sliding-Mode Based Data-Driven Model-Free   Adaptive Controller, IEEE Control Systems Letters, VOL. 6, 2022. 421-427

滑模控制

90

X. Wang, W. Qin, J.H. Park et al., Event-triggered data-driven control   of discrete-time nonlinear systems with unknown disturbance. ISA Transactions   (2021), https://doi.org/10.1016/j.isatra.2021.11.026.

                      理论应用

89

Yanan Zhang, Jiacheng Song, Nonlinear leader-following MASs control: a   data-driven adaptive sliding mode approach with prescribed performance,   Nonlinear Dyn, 2022, https://doi.org/10.1007/s11071-022-07218-8

               Multiagent system

87

Di Wu, Sheng Liu, Hongfang Sun, Lanyong Zhang, Short-message   communication Lossy data compression algorithm for BeiDou-3 satellite   information transmission, Multimedia Tools and Applications, https://doi.org/10.1007/s11042-022-12467-1. 2022

               Beidou-3satellites

86

邓望权，田震，王子楠，肖波．基于PI 与无模型自适应控制结合的燃气轮机转速控制方法．推进技术. 2022. https://doi.org/10.13675/j.cnki.tjjs.210006

燃气轮机

85

Y. Yin, X. Bu, P. Zhu, W. Qian, Point-to-Point Consensus Tracking   Control for Unknown Nonlinear Multi-Agent Systems Using Data-Driven Iterative   Learning, Neurocomputing (2022), doi: https://doi.org/10.1016/j.neucom.2022.02.074

理论应用

84

Jun Hao, Guoshan Zhang, Wanquan Liu, Haoming Zou, Yanhui Wang, Autotune   Control Algorithm Based on Relay Feedback and Adaptive Neural Network for   Attitude Tracking of Nonlinear AUG System, Ocean Engineering · April 2022, DOI: 10.1016/j.oceaneng.2022.111051

                   Aug system

83

Yuan Wang，Zhanshan Wang，Model free adaptive fault-tolerant consensus tracking   control for multi-agent systems, Neural Computing and Applications, https://doi.org/10.1007/s00521-022-06992-1

                     容错控制

82

Weizhao Song, Jian Feng & Jinze Liu, Distributed MIMO MFACbased   consensus tracking strategy for multiagent systems with fixed and switching   topologies, International Journal of Systems Science, 2022, DOI:   10.1080/00207721.2022.2031336

                多智能体系统

81

廖世强，张新燕，刘莎莎，张光昊，黄利祥，施锐．储能电池一次调频无模型自适应控制策略．储能科学与技术.   https://doi.org/10.19799/j.cnki.2095-4239.2022.0269

                   储能电池

80

李宇琛，李秋红，张新晟，庞淑伟，张永亮．基于主动切换逻辑的涡扇发动机N-dot 控制方法．北京航空航天大学学报.

https://doi.org/10.13700/j.bh.1001-5965.2022.0022

                   涡扇发动机

79

Y. Weng and N. Wang, SMC-based model-free tracking control of unknown   autonomous surface vehicles. ISA Transactions (2022),   doi:https://doi.org/10.1016/j.isatra.2022.08.012.

Autonomous surface   vehicles

78

Liu, Z., Yue, C., Wu, F., Wang, F., Cao, X., Data-driven Prescribed   Performance Control for Satellite with Large Rotational Component, Advances   in Space Research (2022), doi: https://doi.org/10.1016/j.asr.2022.09.006

Satellite rotational optical component

77

R-Z. Chen, Y-X. Li, Z-S. Hou, Distributed Model-free Adaptive Control   for Multiagent Systems With External Disturbances and DoS Attacks,   Information Sciences, 2022. doi: https://doi.org/10.1016/j.ins.2022.09.035

                   理论应用

76

C. Chen and J. Lu, Data-driven adaptive compensation control for a class   of nonlinear discrete-time system with bounded disturbances. ISA Transactions   (2022), doi:https://doi.org/10.1016/j.isatra.2022.09.033.

               Distillation column

75

X. Wang, H.R. Karimi, M. Shen et al., Neural network-based event-triggered   data-driven control of disturbed nonlinear systems with quantized input.   Neural Networks, 2022. doi: https://doi.org/10.1016/j.neunet.2022.09.021.

理论应用

74

Yiwen Qi, Xiujuan Zhao, Xin Li, Data-Driven Control for Switched Systems   Over a Vulnerable and Resource-Constrained Network, Journal of the Franklin   Institute (2022), doi:

https://doi.org/10.1016/j.jfranklin.2022.09.062

切换系统数据驱动控制

73

杨畅,郑涛,李鹏宇,卜鸣,基于改进MFAC 的交直流微电网分布式二次控制．中国电机工程学报.

https://kns.cnki.net/kcms/detail/11.2107.tm.20221010.1432.009.html

交直流微电网

71

Magkoutas K, Arm P, Meboldt M and Schmid Daners M, Physiologic   Data-Driven Iterative Learning Control for Left Ventricular Assist Devices.   Front. Frontiers in Cardiovascular Medicine, 2022, 9:922387. doi:   10.3389/fcvm.2022.922387

Left ventricular assist devices

70

郑先杰,丁萌,武海雷,郭毓.线驱连续型机械臂无模型自适应控制,华中科技大学学报(自然科学版). https://doi.org/10.13245/j.hust.230212

连续型机械臂

69

Muhamad Hazwan Abdul Hafidz, Ahmad Athif Mohd Faudzi, et al, Simple   Neural Network Compact Form Model-Free Adaptive Controller for Thin McKibben Muscle   System, IEEE Access. 2022. DOI 10.1109/ACCESS.2022.3215980

Thin mckibben Muscle System

68

B. Esmaeili, M. Salim and M. Baradarannia, Predefined performance-based   model-free adaptive fractional-order fast terminal sliding-mode control of   MIMO nonlinear systems. ISA Transactions (2022),   https://doi.org/10.1016/j.isatra.2022.05.036.

分数阶滑模控制

67

Ren, K.; Gao, C.; Zhou, F.; Zhang, W. Transonic Buffet Active Control   with Local Smart Skin. Actuators 2022, 11, 155.   https://doi.org/10.3390/act11060155

Smart skin;

66

Zhou, L.; Li, Z.; Yang, H.; Fu, Y.; Yan, Y. Data-Driven Model-Free   Adaptive Sliding Mode Control Based on FFDL for Electric Multiple Units.   Appl. Sci. 2022, 12, 10983. https://doi.org/10.3390/app122110983

列车控制应用

65

Xianming Wang, Hamid Reza Karimi, Mouquan Shen, Dan Liu, Li-Wei Li, and   Jiantao Shi, Neural network-based event-triggered data-driven control of   disturbed nonlinear systems with quantized input, Neural Networks, 156 (2022)   152–159

理论应用

64

Huarong Zhao, Li Peng, Hongnian Yu, Quantized model-free adaptive   iterative learning bipartite consensus tracking for unknown nonlinear   multi-agent systems, Applied Mathematics and Computation, 412 (2022) 126582

多智能体控制

63

Chong Zhang, Yunfeng Hu, Xun Gong, Yanjun Huang, Hong Chen，Design and experimental verification of model-free   adaptive sliding controller for air supply system of PEMFCs，Control Engineering Practice 128 (2022) 105336

Fuel cells (pemfcs)实际应用

62

吴熙，王梦婷，施星宇，徐珊珊，袁超，杨宏宇，基于无模型自适应控制的双馈风机次同步振荡附加阻尼控制方法，中国电机工程学报，Vol.42 No.10 May 20, 2022

风机控制

61

Wang, X.; Yao, S.; Qu, C.; Wang, Y.; Xu, Z.; Huang, W.; Wang,H. Direct   Thrust Force Control of Primary Permanent Magnet Linear Motor Based on   Improved Extended State Observer and Model-Free Adaptive Predictive Control.   Actuators, 2022, 11, 270. https://doi.org/10.3390/act11100270

电机控制

60

Jongmin Lee, Kwangseok Oh, Sechan Oh, Youngmin Yoon, Sangyoon Kim,   Taejun Song, And Kyongsu Yi，Emergency   Pull-Over Algorithm for Level 4 Autonomous Vehicles Based on Model-Free   Adaptive Feedback Control With Sensitivity and Learning Approaches，DOI: 10.1109/ACCESS.2022.3156275

车辆自动驾驶

59

Xiaodong Liu，Hongqiang Guo，Juan Du，Xuan   Zhao，A modified   model‐free‐adaptive‐control‐based real‐time energy management strategy for   plug‐in hybrid electric vehicle，Energy   Science & Engineering，2022.   DOI: 10.1002/ese3.1267

混合电动汽车

58

张冲，胡云峰，宫洵，孙耀，燃料电池阴极流量无模型自适应滑模控制器设计，吉林大学学报(工学版), Vol. 52 No. 9，2022.   DOI：10. 13229/j. cnki.   jdxbgxb20220322

燃料电池

56

高鹏, 万磊, 徐钰斐, 等. 基于无模型自适应控制的底栖式AUV 路径点跟踪控制. 水下无人系统学报, 2022, 30(4): 429-440

实际应用

55

Jian Liu，Xiaoli Li，KangWang，Model-free   adaptive control based on switching mechanism for multi-input multi-output   wet flue gas desulfurization system，Int   J Adapt Control Signal Process. 2022. 1-28，DOI:   10.1002/acs.3480

Wet flue gas desulfurization system

54

李 伟，谢华伟，韩俊庆，孟凡彬，朱志军，基于无模型自适应PD 控制的欠驱动船舶航迹控制，舰船科学技术，2022，44(13)

船舶航迹控制

53

刘庆, 翟维枫, 张自超, 刘堂玉, 王锦和, 基于MFAC 的臭氧发生系统浓度控制方法, 工业控制计算机, 2022, 35(8)

实际应用

52

钟志贤，蔡忠侯，祁雁英，单自由度磁悬浮系统无模型自适应控制的研究，西南交通大学学报，2022，57（3）

磁悬浮系统

51

陈娟，姚立健，徐丽君．基于无模型自适应控制的设施园艺自动导航车辆路径跟踪．江苏农业科学，2022，50(8), 187-192

设施园艺自动驾驶

50

Zhichuang Wang, Wei He, Gang Wang, Jian Sun, Data-Driven Adaptive   Control for a Class of Nonlinear MIMO Systems with Input Saturation, 2022 The   13th Asian Control Conference (ASCC 2022). Jeju Island, Korea, May 4-7, 2022

理论应用

49

陈尚晰，李秋红，周婷，等. 基于数据驱动的变循环发动机多变量自适应控制算法研究. 推进技术，2022，43(8).   210056.

变循环发动机

48

Chidentree Treesatayapun, Data-driven fault-tolerant control with   fuzzy-rules equivalent model for a class of unknown discrete-time MIMO   systems and complex coupling，Journal   of Computational Science. 63 (2022) 101827

理论应用

47

Haohui Che, Jun Chen, Yonghai Wang, Jianying Wang, Yunhao Luo,   Data-driven model-free adaptive attitude control for morphing Vehicles，IET Control Theory Appl. 2022;1–12. DOI:   10.1049/cth2.12335

Morphing vehicles

46

Satoshi Tsuruhara, and Kazuhisa Ito, Virtual Reference Feedback   Tuning-based Model-Free Adaptive Displacement Control for Tap-Water-Driven   Artificial Muscle and Robustness Evaluation to Load, 2022 European Control   Conference (ECC) July 12-15, 2022. London, United Kingdom

Tap-water-driven artificial muscle

45

M. Capretti, M.L. Corradini, Control of PMSMs with Double Loop   Data-Driven Techniques, 2022 European Control Conference (ECC)，July 12-15, 2022. London, United Kingdom

Pmsm控制

44

Li, Z.; Zhou, C.; Che, W.; Deng, C.; Jin, X. Data-Based Security Fault Tolerant   Iterative Learning Control Under Denial-of-Service Attacks. Actuators, 2022,   11, 178. https://doi.org/10.3390/act11070178

理论应用

43

Sheng Liu, Di Wu, and Lan-Yong Zhang, Sliding Mode-based Predictive   Congestion Control in a Satellite Space Information Transmission Network，International Journal of Control, Automation and   Systems 20(X) (2022) 1-11. http://dx.doi.org/10.1007/s12555-021-0286-7

Satellite information transmission network

42

Di Wu, Sheng Liu, Hongfang Sun, Lanyong Zhang, Short-message   communication Lossy data compression algorithm for BeiDou-3 satellite   information transmission, Multimedia Tools and Applications (2022)   81:12833–12855

Beidou-3 satellite information transmission

41

Yanan Zhang, Jiacheng Song, Nonlinear leader-following MASs control: a   data-driven adaptive sliding mode approach with prescribed performance,   Nonlinear Dyn. (2022) 108:349–361, https://doi.org/10.1007/s11071-022-07218-8

多智能体保性能控制

40

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 (2022)   47:2851–2864

SOFC power plant

39

Haozhe Li, Hongwei Wang, Yuze Xu, Jiapeng Chen, Event-triggered   model-free adaptive consensus tracking control for nonlinear multi-agent   systems under switching topologies, Int J Robust Nonlinear Control. 2022.   1-24.

理论应用

38

张帅, 周平. 污水处理过程递推双线性子空间建模及无模型自适应控制. 自动化学报, 2022, 48(7): 1747−1759.

污水处理

37

Lan Cheng, Wenjie Wu, Lin Qiu, Xing Liu, Jien Ma, Jian Zhang, Youtong   Fang, An improved data-driven based model predictive control for   zero-sequence circulating current suppression in paralleled converters,   Electrical Power and Energy Systems, 143 (2022) 108401

电力系统

36

Feng Zhang-qi, Jiang Hao-bin, Wei Qi-zhi, Hong Yang-ke, and Ojo Abiodun   Oluwaleke, Model-free adaptive sliding mode control for intelligent vehicle   longitudinal dynamics, Advances in Mechanical Engineering, 2022, 14(7) 1–14,   DOI: 10.1177/16878132221110131

车辆控制

35

Xiaojing Wang, Yang Zhang, and Chunhui Li，Research   on Model-Free Adaptive Control of Electro-Hydraulic Servo System of   Continuous Rotary Motor, IEEE Access, Vol.10, 2022.   DOI:10.1109/ACCESS.2022.3160830

旋转电机

34

Lin Zhu, Wei-Wei Che, Xiao-Zheng Jin, Dynamic event-triggered tracking   control for model-free networked control systems, Applied Mathematics and   Computation, 431 (2022) 127349

理论应用

33

Jie Yu, Fachao Jiang, Yugong Luo, Weiwei Kong, Improved model-free   adaptive predictive control-based cooperative driving control for connected   and automated vehicles subject to time-varying communication delays and   packet losses at signal-free intersections, IET Intell. Transp. Syst., 2022;1–14.   DOI: 10.1049/itr2.12222

自动驾驶

32

董伯麟，杨瑞伟, 串联弹性驱动器的设计及力矩控制研究, 机械设计与制造, 2022, 6

弹性驱动

31

Satoshi Tsuruhara and Kazuhisa Ito, Data-Driven Model-Free Adaptive   Displacement Control for Tap-Water-Driven Artificial Muscle and Parameter   Design Using Virtual Reference Feedback Tuning, Journal of Robotics and   Mechatronics, Vol.34, No.3, 2022

Artificial muscle

30

石凯，王晓辉，徐会希,郭春雷，陈浩,水下直升机无模型参数自适应滑模控制, 舰船科学技术,Vol. 44, No. 1, 2022

水下直升机

29

Hoang Anh Pham and Dirk Soffker, Improved model-free adaptive predictive   control based on recursive least-squares estimation algorithm, Asian J   Control. 2022. 1–14.

起重机

28

Na Dong, Wenjin Lv, Shuo Zhu, Zhongke Gao, and Celso Grebogi, Model-free   adaptive nonlinear control of the absorption refrigeration system, Nonlinear   Dyn (2022) 107:1623–1635

空调系统

27

Meng-Ying Su and Wei-Wei Che, Model-free Adaptive Tracking Control for   Networked Control Systems Under DoS Attacks and RTT Delays, International   Journal of Control, Automation and Systems, 20(X) (2022) 1-9. http://dx.doi.org/10.1007/s12555-021-0358-8

理论应用

26

Longyang Ding, Yuxin Sun, Zhenhua Xiong, Model-Free Adaptive Sliding Mode Control-Based Active Chatter   Suppression by Spindle Speed Variation, Journal of Dynamic Systems,   Measurement, and Control JULY 2022, Vol. 144 / 071002-1

震动抑制

24

李进华,卜逸凡，李晓阳，宋立栋, 丝驱动连续体机器人的无模型自适应控制, 天津大学学报(自然科学与工程技术版), 2022. Vol. 55 No. 7

柔性机器人

23

Ye Yang, Chen Chen and Jiangang Lu, An Enhanced Full-Form Model-Free   Adaptive Controller for SISO Discrete-Time Nonlinear Systems, Entropy 2022,   24, 163. https://doi.org/10.3390/e24020163

水箱系统

22

Yong-Sheng Ma, Wei-Wei Che,and Chao Deng, Dynamic event-triggered   model-free adaptive control for nonlinear CPSs under aperiodic DoS attacks,   Information Sciences 589 (2022) 790–801

理论应用

21

Xiuwei Huang, Zhiyan Dong, Feng Zhang, and Lihua Zhang, Discrete-time   extended state observer-based model-free adaptive sliding mode control with prescribed   performance, Int J Robust Nonlinear Control. 2022;32:4816–4842.

滑模控制

20

C. Treesatayapun, Tradeoff‑optimal‑controller based on compact fuzzy data‑driven model and multi‑gradient learning,   International Journal of Machine Learning and Cybernetics (2022) 13:187–198

Robotic system

19

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 (2022) 107:953–966

预测控制

18

Yanan Zhang, and Jiacheng Song, Nonlinear leader-following MASs control:   a data-driven adaptive sliding mode approach with prescribed performance,   Nonlinear Dyn (2022) 108:349–361

滑模控制

17

Yuan Wang, Zhanshan Wang, Model free adaptive fault-tolerant consensus   tracking control for multiagent systems, Neural Computing and Applications   (2022) 34:10065–10079

多智能体容错控制

16

Zhenxuan Li, Shangtai Jin, and Jing Mei, MFAILC Based Density Balance   Control for Freeway and Auxiliary Road System, International Journal of   Control, Automation and Systems，20(X)   (2022) 1-13

道路交通

15

Yiwen Qi, Xiujuan Zhao, Jie Huang, Data-driven event-triggered control   for switched systems based on neural network disturbance compensation,   Neurocomputing, 490 (2022) 370–379

理论应用

14

Bai-Fan Yue and Wei-Wei Che, Data-driven resilient platooning control   for vehicular platooning systems with denial-of-service attacks, Int J Robust   Nonlinear Control. 2022. 1–14.

车辆编队

13

Gang Xue, Yanjun Liu, Zhenjie Shi, Lei Guo and Zhitong Li, Research on   Trajectory Tracking Control of Underwater Vehicle Manipulator System Based on   Model-Free Adaptive Control Method, J. Mar. Sci. Eng. 2022, 10, 652.   https://doi.org/10.3390/jmse10050652

水下机器人

12

Hongshuai Liu, Qiang Cheng, Jichun Xiao, Lina Hao, Data-driven optimal   tracking control for SMA actuated systems with prescribed performance via   reinforcement learning, Mechanical Systems and Signal Processing 177 (2022)   109191

理论应用

11

Bin Xian, Xun Gu, Xiaolong Pan, Data driven adaptive robust attitude   control for a small size unmanned helicopter, Mechanical Systems and Signal   Processing, 177 (2022) 109205

无人直升机

10

赵华荣, 彭力, 于洪年, 沈奕宏,考虑量化的多智能体系统数据驱动双向一致性控制, 控制理论与应用, 2022, Vol. 39 No. 2

理论应用

9

Chen Chen and Jiangang Lu, Nonlinear Multivariable Control of a Dividing   Wall Column Using a Different-Factor Full-Form Model-Free Adaptive   Controller, Ind. Eng. Chem. Res., 2022, 61, 1897−1911

Dividing wall column

8

Juan Li, Yinan Wang, Shuyue Lin, Xiaowei Zhao, Nonlinear modelling and   adaptive control of smart rotor wind turbines, Renewable Energy 186 (2022)   677-690

风力发电

7

林光伟, 王珊, 张西亚, 彭鑫, 高俊伟, 高德东, 基于贝叶斯参数优化的无模型自适应硅单晶直径控制, 人工晶体学报, Vol. 51　No. 2, 2022

硅单晶生长控制

6

Yongpeng Weng, Ning Wang, Finite-time observer-based model-free   time-varying sliding-mode control of disturbed surface vessels, Ocean   Engineering 251 (2022) 110866

Benchmarked surface vessel

5

Liangwen Qi, Huijing Cao, Yinan Zhang, Mingming Zhang, Kezhong Shi,   Jianzhong Xu, Data-driven control of the coupled loads for floating wind   turbine systems based on deformable trailing edge flaps, Ocean Engineering   250 (2022) 111083

Floating   wind turbine systems

4

邱志成，陈思文, 移动双柔性梁系统的振动主动控制, 振动、测试与诊断, 2022, Vol. 42, No. 1

振动主动控制

3

Chengxi Wu, Yuewei Dai, Liang Shan, Zhiyu Zhu and Zhengtian Wu,   Data-driven trajectory tracking control for autonomous underwater vehicle   based on iterative extended state observer, Mathematical Biosciences and   Engineering, 2022. 19(3): 3036–3055

水下机器人

2

Huarong Zhao, Li Peng, Hongnian Yu, Quantized model-free adaptive   iterative learning bipartite consensus tracking for unknown nonlinear   multi-agent systems, Applied Mathematics and Computation 412 (2022) 126582

理论应用

1

Shuai Zhang, Ping Zhou, Yongfang Xie, Tianyou Chai，Improved model-free adaptive predictive control method   for direct data-driven control of a wastewater treatment process with high   performance，Journal of Process Control   110 (2022) 11–23

Wastewater treatment process