Estimator-Based Second-Order Sliding Mode Control Design for Nonlinear Systems With Unknown Input Delay
Abstract
In this article, we propose an estimator-based second-order sliding mode (SOSM) controller tailored for uncertain nonlinear systems with unknown input delay. Distinct from existing SOSM control methods, this work tackles two principal challenges: 1) the difficulty of dealing with unknown input delay, especially given the discontinuity of sliding mode controllers; and 2) the uncertainties in the nonlinear systems bounded by functions rather than widely-used constants. We begin by establishing the SOSM dynamics with input delay and uncertainties, followed by the introduction of an auxiliary compensation system. Then, we design an input delay estimator suitable for discontinuous controllers by enhancing the convex optimization method. Leveraging this, a novel estimator-based SOSM controller is constructed by adding a power integrator technique to address the input delay issue. Rigorous Lyapunov analysis is conducted to confirm the finite-time stability of the closed-loop control system. Finally, comparative simulations validate the superiority of the proposed SOSM controller.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Cites
Time-delay systems: an overview of some recent advances and open problems
Richard, J.-P. (2003) · Automatica · doi:10.1016/s0005-1098(03)00167-5 · Cited by 3,353 · see citing works
Sliding Mode Control and Observation
Shtessel, Y. B., Edwards, C., Fridman, L. M., et al. (2013) · Control engineering · doi:10.1007/978-0-8176-4893-0 · Cited by 2,874 · see citing works
A continuous feedback approach to global strong stabilization of nonlinear systems
Qian, C., & Lin, W. T. (2001) · IEEE Transactions on Automatic Control · doi:10.1109/9.935058 · Cited by 1,385 · see citing works
Chattering avoidance by second-order sliding mode control
Bartolini, G., Ferrara, A., & Usai, E. (1998) · IEEE Transactions on Automatic Control · doi:10.1109/9.661074 · Cited by 1,059 · see citing works
Stochastic nonlinear stabilization — I: A backstepping design
Deng, H., & Krstić, M. (1997) · Systems & Control Letters · doi:10.1016/s0167-6911(97)00068-6 · Cited by 765 · see citing works
Chattering free full-order sliding-mode control
Feng, Y., Han, F., & Yu, X. (2014) · Automatica · doi:10.1016/j.automatica.2014.01.004 · Cited by 648 · see citing works
Self-citationQuasi-continuous high-order sliding-mode controllers
Levant, A. (2005) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2005.858646 · Cited by 602 · see citing works
Tong, S., Sun, K., & Sui, S. (2018) · IEEE Transactions on Fuzzy Systems · doi:10.1109/tfuzz.2017.2686373 · Cited by 551 · see citing works
Li, Y., Qu, F., & Tong, S. (2020) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2020.2970454 · Cited by 448 · see citing works
Variable Gain Super-Twisting Sliding Mode Control
Gonzalez, T., Moreno, J. A., & Fridman, L. M. (2011) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2011.2179878 · Cited by 412 · see citing works
Neural Networks-Based Adaptive Control for Nonlinear State Constrained Systems With Input Delay
Li, D.-P., Liu, Y.-J., Tong, S., Chen, C. L. P., & Li, D.-J. (2019) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2018.2799683 · Cited by 382 · see citing works
Discussion Aspects of High-Order Sliding Mode Control
Utkin, V. I. (2015) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2015.2450571 · Cited by 331 · see citing works
Simple homogeneous sliding-mode controller
Ding, S., Levant, A., & Li, S. (2016) · Automatica · doi:10.1016/j.automatica.2016.01.017 · Cited by 260 · see citing works
Self-citationAdaptive Finite-Time Fuzzy Control of Nonlinear Active Suspension Systems With Input Delay
Na, J., Huang, Y., Wu, X. F., Su, S., & Li, G. (2019) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2019.2894724 · Cited by 236 · see citing works
Robust Adaptive Fixed-Time Sliding-Mode Control for Uncertain Robotic Systems With Input Saturation
Hu, Y., Yan, H., Zhang, H., et al. (2022) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2022.3164739 · Cited by 236 · see citing works
A New Second-Order Sliding Mode and Its Application to Nonlinear Constrained Systems
Ding, S., Mei, K., & Li, S. (2018) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2018.2867163 · Cited by 197 · see citing works
Self-citationAdaptive Second-Order Sliding Mode Control: A Lyapunov Approach
Ding, S., Mei, K., & Yu, X. (2021) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2021.3115447 · Cited by 144 · see citing works
Self-citationSun, J., Wang, Z., Ding, S., et al. (2024) · Biosystems Engineering · doi:10.1016/j.biosystemseng.2024.06.013 · Cited by 126 · see citing works
Self-citationUnknown time-varying input delay compensation for uncertain nonlinear systems
Obuz, S., Klotz, J. R., Kamalapurkar, R., & Dixon, W. E. (2016) · Automatica · doi:10.1016/j.automatica.2016.09.030 · Cited by 120 · see citing works
Input delay compensation of linear systems with both state and input delays by nested prediction
Zhou, B. (2014) · Automatica · doi:10.1016/j.automatica.2014.03.010 · Cited by 106 · see citing works
Saturated control of an uncertain nonlinear system with input delay
Fischer, N., Dani, A. P., Sharma, N., & Dixon, W. E. (2013) · Automatica · doi:10.1016/j.automatica.2013.02.013 · Cited by 102 · see citing works
Lechappe, V., Rouquet, S., Gonzalez, A., Plestan, F., Leon, J. D., Moulay, E., & Glumineau, A. (2016) · IEEE Transactions on Industrial Electronics · doi:10.1109/tie.2016.2527692 · Cited by 87 · see citing works
Liang, X., Yan, Y., Wang, W., et al. (2024) · IEEE/ASME Transactions on Mechatronics · doi:10.1109/tmech.2024.3394491 · Cited by 86 · see citing works
Shen, X., Liu, J., Marquez, A., et al. (2021) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2021.3099844 · Cited by 76 · see citing works
Adaptive Conditional Disturbance Negation-Based Nonsmooth-Integral Control for PMSM Drive System
Sun, J., Xu, S., Ding, S., et al. (2024) · IEEE/ASME Transactions on Mechatronics · doi:10.1109/tmech.2023.3348247 · Cited by 73 · see citing works
Self-citationFuzzy Adaptive Consensus Control for Nonlinear Multiagent Systems With Intermittent Actuator Faults
Wu, W., & Tong, S. (2021) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2021.3123788 · Cited by 57 · see citing works
Liu, Y., Laghrouche, S., N’Diaye, A., et al. (2020) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2020.10.029 · Cited by 53 · see citing works
Sun, J., Xia, J., Ding, S., et al. (2024) · IEEE Transactions on Industrial Electronics · doi:10.1109/tie.2024.3476994 · Cited by 47 · see citing works
Self-citationLiu, W., Ma, Q., & Xu, S. (2023) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2023.3238407 · Cited by 43 · see citing works
Trajectory Tracking Control of Human Support Robots via Adaptive Sliding-Mode Approach
Su, X., Qing, F., Chang, H., et al. (2023) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2023.3253171 · Cited by 42 · see citing works
Delay and state observation for SISO nonlinear systems with input delay
Léchappé, V., Morales, J. D. L., Moulay, E., Plestan, F., & Glumineau, A. (2018) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.4020 · Cited by 28 · see citing works
Sun, Z., Zhou, C., Wen, C., et al. (2022) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2022.3220742 · Cited by 25 · see citing works
Liu, S., Cheng, J. S., Yan, H., et al. (2024) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2024.3430089 · Cited by 24 · see citing works
Event-Triggered Nonsingular Terminal Sliding-Mode Control
Yan, Y., Jin, T., Yu, X., et al. (2025) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2025.3553898 · Cited by 21 · see citing works
Self-citationDing, C., Ding, S., Zheng, W. X., et al. (2023) · IEEE Transactions on Automation Science and Engineering · doi:10.1109/tase.2023.3314315 · Cited by 19 · see citing works
Self-citationObserver-based adaptive control for nonlinear input-delay systems with unknown control directions
Ma, J., Zhuang, G., Cui, G., & Wang, J. (2019) · International Journal of Systems Science · doi:10.1080/00207721.2019.1616848 · Cited by 17 · see citing works
Hua, L., Zhong, Q., Cai, X. F., et al. (2025) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2025.3571442 · Cited by 12 · see citing works
Adaptive neural tracking control for a class of nonlinear systems with input delay and saturation
Li, Y., & Chen, B. (2020) · Systems Science & Control Engineering · doi:10.1080/21642583.2020.1833786 · Cited by 6 · see citing works
Jiao, S., Wei, Q., Chen, W., et al. (2024) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2024.3519140 · Cited by 5 · see citing works
Wu, A., Zhang, J., & Shen, S.-L. (2025) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2025.3542998 · Cited by 3 · see citing works
Flagged first, then by citations
Cited by
Still being checked.
- Authors
- Sun, J., Zhang, M., Ma, L., Ding, S., & Yu, X.
- Affiliations
- Jiangsu University (CN)
- RMIT University (AU)
- Venue
- IEEE Transactions on Cybernetics
- Published
- 2025-12
- Volume
- 55
- Issue
- 12
- Pages
- 5780-5790
- ISSN
- 2168-2267 (ISSN-L)
- 2168-2275
- OpenAlex
- W4413677506
- Cited by
- 7
- References
- 40
- Citations by year
- 2026: 5 · 2025: 2
- FWCI
- 2.74
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Transactions on Cybernetics (publishedVersion)
- PubMed (publishedVersion)
- RMIT Research Repository (RMIT University Library) (submittedVersion)
- Funders
- National Natural Science Foundation of China (62203189, 62373170)
- Australian Research Council (DP200101199)
- Natural Science Foundation of Jiangsu Province (BK20220518)
- China Postdoctoral Science Foundation (2024M751187)
- Fundamental Research Funds for the Central Universities (2242024k30037, 2242024k30038)
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Adaptive Control of Nonlinear Systems
- Physical Sciences › Engineering › Control and Systems Engineering › Stability and Control of Uncertain Systems
- Physical Sciences › Engineering › Control and Systems Engineering › Dynamics and Control of Mechanical Systems
- Keywords
- second-order sliding mode control, nonlinear systems, bounded uncertainty, power integrator, finite-time stability, Lyapunov analysis, discontinuous controllers, convex optimization
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review