

FOLLOWUS
State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou 310027, China
Zhejiang Key Laboratory of Industrial Big Data and Robot Intelligent Systems, Hangzhou 310058, China
Robotics Research Center of Yuyao City, Ningbo 315400, China
College of Robotics, Ningbo University of Technology, Ningbo 315211, China
Emergen Technology Co., Ltd., Ningbo 315400, China
Hangzhou Hikrobot Technology Co., Ltd., Hangzhou 311507, China
✉Jin WANG, dwjcom@zju.edu.cn
Received:30 May 2026,
Revised:2026-06-22,
Published:01 September 2026
Scan QR Code
Xiaofei LI, Jin WANG, Haiyun ZHANG, et al. Adaptive practical fixed-time tracking control with prescribed performance for robotic manipulators[J]. ENGINEERING Information Technology & Electronic Engineering, 2026, 27(9): 1-16.
Xiaofei LI, Jin WANG, Haiyun ZHANG, et al. Adaptive practical fixed-time tracking control with prescribed performance for robotic manipulators[J]. ENGINEERING Information Technology & Electronic Engineering, 2026, 27(9): 1-16. DOI: 10.1631/ENG.ITEE.2026.0166.
Robotic manipulators often suffer from insufficient positioning accuracy due to dynamic uncertainties
while existing control algorithms struggle to simultaneously achieve fast response and high tracking precision and often rely on complex dynamic models that demand excessive computational power
hindering practical onboard deployment. To address these issues
we propose an advanced real-time capable onboard tracking controller for robotic manipulators with dynamic uncertainties
which can balance the overall control performance
computational complexity
and parameter setting. The controller is suitable for direct implementation on embedded hardware with limited computational resources
without requiring heavy dynamics computation or learning approximation. First
a model-free adaptive time-delay estimator is designed to estimate and compensate for the lumped dynamic uncertainties of the robotic manipulator
where the gain matrix is directly updated by the magnitude of the sliding mode variable of tracking error for excellent overall performance. Then
an adaptive fixed-time nonsingular terminal sliding mode controller with prescribed performance is developed to stabilize the tracking errors of the robotic manipulator in a predefined fixed time. The controller parameters determine an upper bound of the fixed convergence time through analytically derived expressions
where the actual settling time is automatically ensured regardless of the initial conditions. The fast response and accurate steady-state tracking are also guaranteed by the prescribed performance
such that the processing quality and efficiency of the robotic manipulator during real-time operation tasks can be improved. Moreover
the adaptive updating law for the tracking controller gain is designed to achieve fixed-time stability of the entire closed-loop states without the requirement of an exact upper bound of dynamic uncertainties or estimation errors. The proposed tracking control scheme for robotic manipulators is easy to implement owing to the convenient parameter setting and low computational burden
and its effectiveness is verified by simulations and experiments.
Ali M , Mirinejad H , 2024 . Robust tracking control of flexible manipulators using hybrid backstepping/nonlinear reduced-order active disturbance rejection control . ISA Trans , 149 : 229 - 236 . https://doi.org/10.1016/j.isatra.2024.04.026 https://doi.org/10.1016/j.isatra.2024.04.026
Baek J , Cho S , Han S , 2018 . Practical time-delay control with adaptive gains for trajectory tracking of robot manipulators . IEEE Trans Ind Electron , 65 ( 7 ): 5682 - 5692 . https://doi.org/10.1109/TIE.2017.2782238 https://doi.org/10.1109/TIE.2017.2782238
Chaudhary KS , Kumar N , 2023 . Fractional order fast terminal sliding mode control scheme for tracking control of robot manipulators . ISA Trans , 142 : 57 - 69 . https://doi.org/10.1016/j.isatra.2023.08.008 https://doi.org/10.1016/j.isatra.2023.08.008
Feng Y , Yu XH , Man ZH , 2002 . Non-singular terminal sliding mode control of rigid manipulators . Automatica , 38 ( 12 ): 2159 - 2167 . https://doi.org/10.1016/S0005-1098(02)00147-4 https://doi.org/10.1016/S0005-1098(02)00147-4
Glida HE , Chelihi A , Abdou L , et al. , 2023 . Trajectory tracking control of a coaxial rotor drone: time-delay estimation-based optimal model-free fuzzy logic approach . ISA Trans , 137 : 236 - 247 . https://doi.org/10.1016/j.isatra.2022.12.015 https://doi.org/10.1016/j.isatra.2022.12.015
He W , Yan ZC , Sun CY , et al. , 2017 . Adaptive neural network control of a flapping wing micro aerial vehicle with disturbance observer . IEEE Trans Cybern , 47 ( 10 ): 3452 - 3465 . https://doi.org/10.1109/TCYB.2017.2720801 https://doi.org/10.1109/TCYB.2017.2720801
Hu YS , Yan HC , Zhang H , et al. , 2023 . Robust adaptive fixed-time sliding-mode control for uncertain robotic systems with input saturation . IEEE Trans Cybern , 53 ( 4 ): 2636 - 2646 . https://doi.org/10.1109/TCYB.2022.3164739 https://doi.org/10.1109/TCYB.2022.3164739
Huang YJ , Ke JH , Zhang XM , et al. , 2023 . Dynamic parameter identification of serial robots using a hybrid approach . IEEE Trans Rob , 39 ( 2 ): 1607 - 1621 . https://doi.org/10.1109/TRO.2022.3211194 https://doi.org/10.1109/TRO.2022.3211194
Jin ML , Lee J , Chang PH , et al. , 2009 . Practical nonsingular terminal sliding-mode control of robot manipulators for high-accuracy tracking control . IEEE Trans Ind Electron , 56 ( 9 ): 3593 - 3601 . https://doi.org/10.1109/TIE.2009.2024097 https://doi.org/10.1109/TIE.2009.2024097
Jin ML , Lee J , Ahn KK , 2015 . Continuous nonsingular terminal sliding-mode control of shape memory alloy actuators using time delay estimation . IEEE/ASME Trans Mechatron , 20 ( 2 ): 899 - 909 . https://doi.org/10.1109/TMECH.2014.2323897 https://doi.org/10.1109/TMECH.2014.2323897
Li G , Yu JP , Chen XK , 2023 . Adaptive fuzzy neural network command filtered impedance control of constrained robotic manipulators with disturbance observer . IEEE Trans Neur Netw Learn Syst , 34 ( 8 ): 5171 - 5180 . https://doi.org/10.1109/TNNLS.2021.3113044 https://doi.org/10.1109/TNNLS.2021.3113044
Li YM , Tong SC , Liu L , et al. , 2017 . Adaptive output-feedback control design with prescribed performance for switched nonlinear systems . Automatica , 80 : 225 - 231 . https://doi.org/10.1016/j.automatica.2017.02.005 https://doi.org/10.1016/j.automatica.2017.02.005
Liu Y , Li HY , Lu RQ , et al. , 2022 . An overview of finite/fixed-time control and its application in engineering systems . IEEE/CAA J Autom Sin , 9 ( 12 ): 2106 - 2120 . https://doi.org/10.1109/JAS.2022.105413 https://doi.org/10.1109/JAS.2022.105413
Ren Y , Sun YB , Liu L , 2024 . Fuzzy disturbance observers-based adaptive fault-tolerant control for an uncertain constrained automatic flexible robotic manipulator . IEEE Trans Fuzzy Syst , 32 ( 3 ): 1144 - 1158 . https://doi.org/10.1109/TFUZZ.2023.3319392 https://doi.org/10.1109/TFUZZ.2023.3319392
Saeedi M , Zarei J , Saif M , et al. , 2025 . Resilient event-triggered terminal sliding mode control design for a robot manipulator . IEEE Trans Autom Sci Eng , 22 : 570 - 581 . https://doi.org/10.1109/TASE.2023.3297119 https://doi.org/10.1109/TASE.2023.3297119
Saied H , Chemori A , Bouri M , et al. , 2023 . Feedforward super-twisting sliding mode control for robotic manipulators: application to PKMs . IEEE Trans Rob , 39 ( 4 ): 3167 - 3184 . https://doi.org/10.1109/TRO.2023.3255586 https://doi.org/10.1109/TRO.2023.3255586
Sariyildiz E , Oboe R , Ohnishi K , 2020 . Disturbance observer-based robust contr ol and its applications: 35 th anniversary overview . IEEE Trans Ind Electron , 67 ( 3 ): 2042 - 2053 . https://doi.org/10.1109/TIE.2019.2903752 https://doi.org/10.1109/TIE.2019.2903752
Soltanpour MR , Zaare S , 2024 . Task space control of the robot manipulators with adaptive fuzzy global fast terminal sliding mode control in presence of dynamic and kinematic uncertainties . Int J Adapt Contr Signal Process , 38 ( 1 ): 121 - 145 . https://doi.org/10.1002/acs.3693 https://doi.org/10.1002/acs.3693
Song TZ , Fang LJ , Zhang Y , et al. , 2024 . Recursive terminal sliding mode based control of robot manipulators with a novel sliding mode disturbance observer . Nonl Dynam , 112 ( 2 ): 1105 - 1121 . https://doi.org/10.1007/s11071-023-09136-9 https://doi.org/10.1007/s11071-023-09136-9
Spong M , Vidyasagar M , 1987 . Robust linear compensator design for nonlinear robotic control . IEEE J Rob Autom , 3 ( 4 ): 345 - 351 . https://doi.org/10.1109/JRA.1987.1087110 https://doi.org/10.1109/JRA.1987.1087110
Sun YM , Wang F , Liu Z , et al. , 2022 . Fixed-time fuzzy control for a class of nonlinear systems . IEEE Trans Cybern , 52 ( 5 ): 3880 - 3887 . https://doi.org/10.1109/TCYB.2020.3018695 https://doi.org/10.1109/TCYB.2020.3018695
Tong YC , Liu JG , Zhou H , et al. , 2024 . Adaptive tracking control of robotic manipulators with unknown kinematics and uncertain dynamics . IEEE Trans Autom Sci Eng , 21 ( 4 ): 5252 - 5269 . https://doi.org/10.1109/TASE.2023.3309964 https://doi.org/10.1109/TASE.2023.3309964
Van M , Ge SS , Ren HL , 2017 . Finite time fault tolerant control for robot manipulators using time delay estimation and continuous nonsingular fast terminal sliding mode control . IEEE Trans Cybern , 47 ( 7 ): 1681 - 1693 . https://doi.org/10.1109/TCYB.2016.2555307 https://doi.org/10.1109/TCYB.2016.2555307
Van M , Mavrovouniotis M , Ge SS , 2019 . An adaptive backstepping nonsingular fast terminal sliding mode control for robust fault tolerant control of robot manipulators . IEEE Trans Syst Man Cybern Syst , 49 ( 7 ): 1448 - 1458 . https://doi.org/10.1109/TSMC.2017.2782246 https://doi.org/10.1109/TSMC.2017.2782246
Vo AT , Truong TN , Kang HJ , et al. , 2025 . Prescribed performance model-free sliding mode control using time-delay estimation and adaptive technique applied to industrial robot arms . Inform Sci , 702 : 121911 . https://doi.org/10.1016/j.ins.2025.121911 https://doi.org/10.1016/j.ins.2025.121911
Wang B , Shen YY , Li N , et al. , 2023 . An adaptive sliding mode fault-tolerant control of a quadrotor unmanned aerial vehicle with actuator faults and model uncertainties . Int J Robust Nonl Contr , 33 ( 17 ): 10182 - 10198 . https://doi.org/10.1002/rnc.6631 https://doi.org/10.1002/rnc.6631
Wang XY , Wang DZ , Du MT , et al. , 2024 . A two-layer trajectory tracking control scheme of manipulator based on ELM-SMC for autonomous robotic vehicle . IEEE Trans Autom Sci Eng , 21 ( 3 ): 2337 - 2348 . https://doi.org/10.1109/TASE.2023.3238349 https://doi.org/10.1109/TASE.2023.3238349
Wang YY , Yan F , Chen JW , et al. , 2019 . A new adaptive time-delay control scheme for cable-driven manipulators . IEEE Trans Ind Inform , 15 ( 6 ): 3469 - 3481 . https://doi.org/10.1109/TII.2018.2876605 https://doi.org/10.1109/TII.2018.2876605
Wen QW , Yang XH , Huang C , et al. , 2023 . Disturbance observer-based neural network integral sliding mode control for a constrained flexible joint robotic manipulator . Int J Contr Autom Syst , 21 ( 4 ): 1243 - 1257 . https://doi.org/10.1007/s12555-021-0972-5 https://doi.org/10.1007/s12555-021-0972-5
Xu SY , Wu Z , 2024 . Adaptive learning control of robot manipulators via incremental hybrid neural network . Neurocomputing , 568 : 127045 . https://doi.org/10.1016/j.neucom.2023.127045 https://doi.org/10.1016/j.neucom.2023.127045
Yang Y , Xu HZ , Yao XM , 2024 . Disturbance rejection event-triggered robust model predictive control for tracking of constrained uncertain robotic manipulators . IEEE Trans Cybern , 54 ( 6 ): 3540 - 3552 . https://doi.org/10.1109/TCYB.2023.3305941 https://doi.org/10.1109/TCYB.2023.3305941
Yilmaz BM , Tatlicioglu E , Savran A , et al. , 2022 . Self-adjusting fuzzy logic based control of robot manipulators in task space . IEEE Trans Ind Electron , 69 ( 2 ): 1620 - 1629 . https://doi.org/10.1109/TIE.2021.3063970 https://doi.org/10.1109/TIE.2021.3063970
Yu SH , Yu XH , Shirinzadeh B , et al. , 2005 . Continuous finite-time control for robotic manipulators with terminal sliding mode . Automatica , 41 ( 11 ): 1957 - 1964 . https://doi.org/10.1016/j.automatica.2005.07.001 https://doi.org/10.1016/j.automatica.2005.07.001
Zhang S , Wu Y , He XY , et al. , 2023 . Neural network-based cooperative trajectory tracking control for a mobile dual flexible manipulator . IEEE Trans Neur Netw Learn Syst , 34 ( 9 ): 6545 - 6556 . https://doi.org/10.1109/TNNLS.2021.3128404 https://doi.org/10.1109/TNNLS.2021.3128404
Zhang Y , Kong LH , Zhang S , et al. , 2023 . Improved sliding mode control for a robotic manipulator with input deadzone and deferred constraint . IEEE Trans Syst Man Cybern Syst , 53 ( 12 ): 7814 - 7826 . https://doi.org/10.1109/TSMC.2023.3301662 https://doi.org/10.1109/TSMC.2023.3301662
Zhu YK , Qiao JZ , Guo L , 2019 . Adaptive sliding mode disturbance observer-based composite control with prescribed performance of space manipulators for target capturing . IEEE Trans Ind Electron , 66 ( 3 ): 1973 - 1983 . https://doi.org/10.1109/TIE.2018.2838065 https://doi.org/10.1109/TIE.2018.2838065
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010802024621