journal article·2025-06-05Open access

Fuzzy Adaptive Dynamic Surface Control with Constant Gain for Non-Affine Pure-Feedback Systems

Lian Chen, Yixu Wang, Jianjun Cui, Daiyue Wang, Song Ling

Applied Sciences· Volume 15· Issue 11

Abstract

This paper considers tracking control of non-affine pure-feedback systems with uncertain disturbances. The “explosion of complexity” in the process of backstepping design is eliminated by introducing the output of first-order filter to replace the derivative of virtual control signal. The mean-value theorem is utilized to overcome the non-affine difficulties appearing from the pure-feedback systems. By employing fuzzy logic systems (FLSs) and dynamic surface approach, an adaptive fuzzy controller with only one adaptive parameter is presented. Stability analysis shows that the proposed control method guarantees that all closed-loop system signals are semi-globally uniformly ultimately bounded. The main innovations of this paper are that the final gain function is viewed as an adjustable constant gain in the procedure of actual control signal design and the FLSs only handle state errors and disturbances. The new controller not only has the advantages of tracking performance, but it also reduces the computational burden in comparison with traditional adaptive backstepping method whose FLSs need to tackle with all gain function and system dynamics. A comparison simulation example shows the effectiveness of the proposed controller.
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Research context

OpenAlex topics: Adaptive Control of Nonlinear Systems · Fuzzy Logic and Control Systems · Tribology and Lubrication Engineering

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Research Institute of Highway Ministry of Transport, Beijing 100088, China

National Institute of Metrology, Beijing 100029, China

Beijing Xinqiao Technology Development Co., Ltd., Beijing 100088, China

School of Mechanical, Electronic and Control Engineering, Beijing Jiaotong University, Beijing 100044, China

Funding

National Key Research and Development Program · National Natural Science Foundation of China

References (38)

Show source-provided references
1. Disturbance observer-based backstepping sliding mode fault-tolerant control for the hydro-turbine governing system with dead-zone input10.1016/j.isatra.2018.11.032 ↗
2. Event-triggered dynamic surface control of an underactuated autonomous surface vehicle for target enclosing10.1109/TIE.2020.2978713 ↗
3. Robust adaptive fixed-time sliding-mode control for uncertain robotic systems with input saturation10.1109/TCYB.2022.3164739 ↗
4. Fixed-time disturbance observer-based robust fault-tolerant tracking control for uncertain quadrotor UAV subject to input delay10.1007/s11071-021-07080-0 ↗
5. Singularity-free continuous adaptive control of uncertain underactuated surface vessels with prescribed performance10.1109/TSMC.2021.3129798 ↗
6. Adaptive dynamic surface tracking control for uncertain full-state constrained nonlinear systems with disturbance compensation10.1016/j.jfranklin.2022.02.008 ↗
7. Event-triggered fixed-time tracking control for uncertain networked autonomous surface vehicle with disturbances10.1016/j.oceaneng.2024.119100 ↗
8. Adaptive Fuzzy PID Control Strategy for Spacecraft Attitude Control10.1007/s40815-018-0576-2 ↗
9. Adaptive fuzzy decentralized dynamic surface control for switched large-scale nonlinear systems with full-state constraints10.1109/TCYB.2021.3069461 ↗
10. Full-state constrained adaptive fuzzy finite-time dynamic surface control for PMSM drive systems10.1007/s40815-020-00982-y ↗
11. Fixed-Time Adaptive Fuzzy Containment Dynamic Surface Control for Nonlinear Multiagent Systems10.1109/TFUZZ.2022.3170984 ↗
12. Adaptive fuzzy predefined-time dynamic surface control for attitude tracking of spacecraft with state constraints10.1109/TFUZZ.2022.3223253 ↗
13. FTDO-based adaptive fuzzy fixed-time tracking control for uncertain unmanned helicopter with output constraints10.1016/j.ast.2024.109019 ↗
14. Small-Gain Technique-Based Adaptive NN Control for Switched Pure-Feedback Nonlinear Systems10.1109/TCYB.2018.2815714 ↗
15. Adaptive neural dynamic surface control for full state constrained stochastic nonlinear systems with unmodeled dynamics10.1016/j.jfranklin.2018.10.011 ↗
16. Adaptive Control for Nonlinear Pure-Feedback Systems With High-Order Sliding Mode Observer10.1109/TNNLS.2012.2225845 ↗
17. Neural-network-based adaptive tracking control for nonlinear pure-feedback systems subject to periodic disturbance10.1080/00207179.2021.1918350 ↗
18. Adaptive fixed-time tracking control for a class of nonlinear pure-feedback systems: A relative threshold event-triggered strategy10.1016/j.isatra.2021.05.006 ↗
19. Adaptive output dynamic feedback control for nonaffine pure-feedback time delay system with unknown backlash-like hysteresis10.1016/j.jfranklin.2024.01.034 ↗
20. Adaptive Fuzzy Dynamic Surface Control of Flexible-Joint Robot Systems with Input Saturation10.1109/JAS.2019.1911330 ↗
21. Event-triggered fuzzy adaptive quantized control for nonlinear multi-agent systems in nonaffine pure-feedback form10.1016/j.fss.2020.06.014 ↗
22. Non-overshooting control of nonlinear pure-feedback systems10.1016/j.sysconle.2024.105743 ↗
23. Finite-time tracking control for time-delayed pure-feedback systems with guaranteed performance10.1002/rnc.7120 ↗
24. Predefined-time output-feedback leader-following consensus of pure-feedback multiagent systems10.1109/TCYB.2024.3391825 ↗
25. Neural operators for PDE backstepping control of first-order hyperbolic PIDE with recycle and delay10.1016/j.sysconle.2024.105714 ↗
26. Backstepping-based adaptive fuzzy tracking control for pure-feedback nonlinear multi-agent systems10.1080/00207721.2024.2313653 ↗
27. Anti-disturbance dynamic inversion backstepping control for uncertain pure-feedback systems via multiple extended state observers10.1016/j.jfranklin.2021.05.026 ↗
28. Adaptive dynamic surface control of nonlinear systems with unknown dead zone in pure feedback form10.1016/j.automatica.2007.11.025 ↗
29. Adaptive optimal dynamic surface control of strict-feedback nonlinear systems with output constraints10.1002/rnc.4864 ↗
30. Dynamic surface control for formation control of quadrotors with input constraints and disturbances10.1177/01423312221085391 ↗
31. Fractional-order dynamics and adaptive dynamic surface control of flexible-joint robots10.1002/asjc.3002 ↗
32. Disturbance observer-based adaptive fuzzy control for pure-feedback systems with deferred output constraints10.1007/s11071-024-10267-w ↗
33. Neural network-based adaptive dynamic surface control of uncertain nonlinear pure-feedback systems10.1002/rnc.1608 ↗
34. Adaptive fuzzy control of nonlinear systems with predefined time and accuracy10.1109/TFUZZ.2022.3169852 ↗
35. Fuzzy Finite-Time Tracking Control for a Class of Nonaffine Nonlinear Systems with Unknown Dead Zones10.1109/TSMC.2018.2871560 ↗
36. Adaptive Neural Dynamic Surface Control For Nonlinear Pure-Feedback Systems with Multiple Time-Varying Delays: A Lyapunov-Razumikhin Method10.1002/asjc.620 ↗
37. Adaptive fuzzy output feedback backstepping control of pure-feedback nonlinear systems via dynamic surface control technique10.1002/acs.2325 ↗
38. Efficient PID tracking control of robotic manipulators driven by compliant actuators10.1109/TCST.2017.2783339 ↗