Resilient Adaptive Fuzzy Observer-Based Sliding Control for Nonlinear Systems with Unpredictable Sensor Delays
Source abstract
Abstract
This work investigates resilient control for uncertain nonlinear systems subject to unknown and unpredictable sensor delays. Conventional observer-based delay-compensation methods typically require known delay bounds or measurable timing information, which limits their applicability to strongly nonlinear dynamics. To address this issue, a resilient adaptive fuzzy observer-based sliding control (AFOSMC) framework is developed. A generalized nonlinear plant model is considered, and an adaptive fuzzy observer is constructed to estimate unmeasured states while explicitly decomposing the delayed measurement residual into estimation and delay components. A sliding-mode controller integrated with fuzzy approximation ensures robust tracking in the presence of modeling uncertainties and delay-induced distortions. A delay-dependent Lyapunov function with an integral term is derived, yielding explicit conditions that guarantee uniform ultimate boundedness (UUB) of all closed-loop signals. The proposed approach provides a unified and delay-resilient solution for nonlinear observer–controller co-design under unpredictable sensing delays. Simulations on a Duffing oscillator with a 0.15 s sensing delay show that the proposed AFOSMC model achieves a total tracking RMSE of 3.6×10−2, whereas a baseline sliding-mode controller without delay compensation becomes unstable after delay activation.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Adaptive Control of Nonlinear Systems · Stability and Control of Uncertain Systems · Piezoelectric Actuators and Control
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
School of Electrical Engineering, Southwest Jiaotong University, Chengdu 611756, China
Funding
Central Government Guides Local Science and Technology Development Project of Sichuan Province · National Natural Science Foundation of China
References (28)
Show source-provided references
1. Adaptive control of multivariable networked systems with uncertain time delays10.1109/TAC.2021.3083563 ↗
2. Output feedback stabilizing controller for time-delay systems10.1016/S0005-1098(99)00150-8 ↗
3. Memoryless H∞ controller design for linear systems with delayed state and control10.1016/0005-1098(95)00001-D ↗
4. Memoryless stabilization of uncertain dynamic systems with time-varying delayed state and control10.1016/0005-1098(95)00043-V ↗
5. State-space solutions to standard H2 and H∞ control problems10.1109/9.29425 ↗
6. Dugard, L., and Verriest, E.I. (1998). Stability and Control of Time-Delay Systems, Springer.10.1007/BFb0027478 ↗
7. A framework for nonlinear sampled-data observer design and its application to networked control systems
8. Observer design for a class of MIMO nonlinear time-delay systems
9. Observer-based control design for nonlinear systems with unknown delays
10. Multivariable adaptive control: A survey10.1016/j.automatica.2014.10.015 ↗
11. Ström, K.J.Ȧ., and Wittenmark, B. (2008). Adaptive Control, Dover. [2nd ed.].
12. Narendra, K.S., and Annaswamy, A.M. (2012). Stable Adaptive Systems, Dover.
13. Survey on recent advances in networked control systems10.1109/TII.2015.2506545 ↗
14. Spatially distributed networked sliding mode control10.1109/LCSYS.2019.2919929 ↗
15. Improved event-triggered adaptive control of non-linear uncertain networked systems10.1049/iet-cta.2018.6002 ↗
16. Observer-based fuzzy adaptive output-feedback control for stochastic nonlinear multiple time-delay systems
17. Wang, Y., Wang, Z., Zou, L., Ge, Q., and Dong, H. (IEEE Trans. Fuzzy Syst., 2024). Observer-based fuzzy PID control for nonlinear systems with degraded measurements dealing with randomly perturbed sampling periods, IEEE Trans. Fuzzy Syst., early access.10.1109/TFUZZ.2024.3466218 ↗
18. Adaptive fuzzy sliding mode observer for cylinder mass flow estimation in SI engines
19. Adaptive neural network tracking design for a class of uncertain nonlinear discrete-time systems with unknown time-delay10.1016/j.neucom.2015.06.003 ↗
20. Discrete-time adaptive control of uncertain sampled-data systems with uncertain input delay: A reduction10.1049/iet-cta.2019.1440 ↗
21. Linear Active Disturbance Rejection Control for Processes With Time Delays: IMC Interpretation10.1109/ACCESS.2020.2967806 ↗
22. Secure state estimation of nonlinear cyber-physical systems against DoS attacks: A multiobserver approach10.1109/TCYB.2021.3100303 ↗
23. MAS-based distributed resilient control for a class of cyber-physical systems with communication delays under DoS attacks
24. Adaptive observer-based resilient control strategy for wind turbines against time-delay attacks on rotor speed sensors measurement10.1109/TSTE.2023.3248862 ↗
25. Regularized observer-based parameter and state estimation for biological systems with time-delay differential equations
26. Ramjug-Ballgobin, M., Taylor, C., Faille, D., and Gouzé, J.-L. (2020, January 13–15). Observer-based control of biomass concentration under discrete and delayed measurements. Proceedings of the International Conference Control, Automation, Robotics and Vision (ICARCV), Shenzhen, China.
27. Output-feedback model-reference sliding mode control of uncertain multivariable systems10.1109/TAC.2003.820156 ↗
28. Adaptive continuous twisting algorithm10.1080/00207179.2015.1116713 ↗