Adaptive Stabilization of a Class of Feedforward Nonlinear Systems Subject to Unknown Backlash-Hysteresis Inputs
Abstract
A general framework is proposed to stabilize a class of feedforward nonlinear systems subject to backlash-hysteresis inputs. An adaptive controller is conceived to handle both the effects of the system uncertainties and the hysteretic input nonlinearity. The algorithm of state transformation and feedback design with uncertain hysteresis inputs is illustrated through the example of a nonminimum phase mechanical system. Subsequently, the results are extended to hysteretic-single-input-linear systems with an arbitrary structure. Real-time experimental results along with numerical simulations are provided to show the performance of the proposed control algorithms.
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The design of nonlinear systems in nonstrict-feedback form incorporating input delay and backlash-like hysteresis remains an unresolved difficulty in prior work.
“The observation that the design of nonlinear systems in nonstrict-feedback form that incorporates input delay and hysteresis similar to backlash is still an unresolved difficulty in the previously discussed outcomes is what inspired this research.”
From Fixed-Time Adaptive Control for Nonstrict-Feedback Nonlinear Systems with Input Delay and Unknown Backlash-Like Hysteresis (2025) · cites this paper as [13]
Backlash-like hysteresis is a highly intricate nonlinear phenomenon commonly encountered in industrial control processes.
“Among various input nonlinearities, backlash-like hysteresis stands out as a highly intricate nonlinear phenomenon commonly encountered in industrial control processes [13].”
From Fixed-Time Adaptive Control for Nonstrict-Feedback Nonlinear Systems with Input Delay and Unknown Backlash-Like Hysteresis (2025) · cites this paper as [13]
Cites
A simple observer for nonlinear systems applications to bioreactors
Gauthier, J. P., Hammouri, H., & Othman, S. (1992) · IEEE Transactions on Automatic Control · doi:10.1109/9.256352 · Cited by 1,801 · see citing works
Differential Models of Hysteresis
Visintin, A. (1994) · Applied mathematical sciences · doi:10.1007/978-3-662-11557-2 · Cited by 1,356 · see citing works
Adaptive Control of Systems with Actuator and Sensor Nonlinearities
Tao, G., & Kokotović, P. V. (1996) · Medical Entomology and Zoology · Cited by 633 · see citing works
Robust adaptive control of a class of nonlinear systems with unknown backlash-like hysteresis
Su, C., Stepanenko, Y., Svoboda, J., & Leung, T. P. (2000) · IEEE Transactions on Automatic Control · doi:10.1109/9.895588 · Cited by 618 · see citing works
Self-citationRobust adaptive control of a class of nonlinear systems with unknown dead-zone
Wang, X., Su, C., & Hong, H. (2003) · Automatica · doi:10.1016/j.automatica.2003.10.021 · Cited by 564 · see citing works
Self-citationControlling mechanical systems with backlash—a survey
Nordin, M., & Gutman, P. (2002) · Automatica · doi:10.1016/s0005-1098(02)00047-x · Cited by 498 · see citing works
Adaptive control of plants with unknown dead-zones
Tao, G., & Kokotović, P. V. (1994) · IEEE Transactions on Automatic Control · doi:10.1109/9.273339 · Cited by 477 · see citing works
State-dependent Riccati equation techniques: an overview
Cloutier, J. R. (1997) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.1997.609663 · Cited by 439 · see citing works
Deadzone compensation in motion control systems using neural networks
Šelmić, R. R., & Lewis, F. L. (2000) · IEEE Transactions on Automatic Control · doi:10.1109/9.847098 · Cited by 358 · see citing works
Deadzone compensation in motion control systems using neural networks
Šelmić, R. R., & Lewis, F. L. (2002) · The proceedings of the IEEE Conference on Control Applications/The proceedings of the ... IEEE Conference on Control Applications · doi:10.1109/cca.1998.728426 · Cited by 327 · see citing works
Adaptive tracking of nonlinear systems with non-symmetric dead-zone input
Ibrir, S., Xie, W. F., & Su, C. (2007) · Automatica · doi:10.1016/j.automatica.2006.09.022 · Cited by 262 · see citing works
Self-citationGu, G., Zhu, L.-M., Su, C., & Ding, H. (2012) · IEEE/ASME Transactions on Mechatronics · doi:10.1109/tmech.2012.2203315 · Cited by 255 · see citing works
Self-citationRobust Adaptive Output Control of Uncertain Nonlinear Plants With Unknown Backlash Nonlinearity
Zhou, J., Zhang, C., & Wen, C. (2007) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2006.890473 · Cited by 218 · see citing works
Dynamic properties of the hysteretic Bouc-Wen model
Ikhouane, F., Mañosa, V., & Rodellar, J. (2006) · Systems & Control Letters · doi:10.1016/j.sysconle.2006.09.001 · Cited by 213 · see citing works
Design, Modeling and Control of Nanopositioning Systems
Fleming, A. J., & Leang, K. K. (2014) · Advances in industrial control · doi:10.1007/978-3-319-06617-2 · Cited by 211 · see citing works
Adaptive nonlinear control of systems containing a deadzone
Recker, D., Kokotović, P. V., Rhode, D., & Winkelman, J. (2002) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.1991.261510 · Cited by 193 · see citing works
Deadzone compensation in motion control systems using adaptive fuzzy logic control
Lewis, F. L., Woo, K. T., Wang, L.-X., & Li, Z. (1999) · IEEE Transactions on Control Systems Technology · doi:10.1109/87.799674 · Cited by 192 · see citing works
Adaptive control of systems with backlash
Tao, G., & Kokotović, P. V. (1993) · Automatica · doi:10.1016/0005-1098(93)90126-e · Cited by 189 · see citing works
Modeling and identification of systems with backlash
Vörös, J. (2009) · Automatica · doi:10.1016/j.automatica.2009.11.005 · Cited by 172 · see citing works
Convergence results for an adaptive dead zone inverse
Cho, H., & Bai, E. (1998) · International Journal of Adaptive Control and Signal Processing · doi:10.1002/(sici)1099-1115(199808)12:5 · Cited by 159 · see citing works
Experimental characterization and modeling of rate-dependent hysteresis of a piezoceramic actuator
Janaideh, M. A., Rakheja, S., & Su, C. (2009) · Mechatronics · doi:10.1016/j.mechatronics.2009.02.008 · Cited by 157 · see citing works
Self-citationIntegrator forwarding: A new recursive nonlinear robust design
Sepulchre, R. J., Janković, M., & Kokotović, P. V. (1997) · Automatica · doi:10.1016/s0005-1098(96)00249-x · Cited by 153 · see citing works
Xu, Q., & Li, Y. (2010) · Journal of Dynamic Systems Measurement and Control · doi:10.1115/1.4001712 · Cited by 144 · see citing works
Krstić, M. (2004) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2004.835361 · Cited by 139 · see citing works
Discrete-time adaptive control of systems with unknown deadzones
Tao, G., & Kokotović, P. V. (1995) · International Journal of Control · doi:10.1080/00207179508921889 · Cited by 136 · see citing works
Robust stabilization of nonlinear uncertain plants with backlash or dead zone in the actuator
Corradini, M. L., & Orlando, G. (2002) · IEEE Transactions on Control Systems Technology · doi:10.1109/87.974349 · Cited by 133 · see citing works
A two-layered fuzzy logic controller for systems with deadzones
Kim, J.-H., Park, J.-H., Lee, S., & Chong, E. K. P. (1994) · IEEE Transactions on Industrial Electronics · doi:10.1109/41.293875 · Cited by 131 · see citing works
Universal stabilization of feedforward nonlinear systems
Ye, X. (2002) · Automatica · doi:10.1016/s0005-1098(02)00196-6 · Cited by 128 · see citing works
Existence of SDRE stabilizing feedback
Shamma, J. S., & Cloutier, J. R. (2003) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2002.808473 · Cited by 118 · see citing works
Linear time-derivative trackers
Ibrir, S. (2003) · Automatica · doi:10.1016/j.automatica.2003.09.020 · Cited by 110 · see citing works
Self-citationControl of mechanical systems with Stribeck friction and backlash
Márton, L., & Lantos, B. (2008) · Systems & Control Letters · doi:10.1016/j.sysconle.2008.10.001 · Cited by 109 · see citing works
Robust nonlinear control of feedforward systems with unmodeled dynamics
Arcak, M., Teel, A. R., & Kokotović, P. V. (2001) · Automatica · doi:10.1016/s0005-1098(00)00138-2 · Cited by 85 · see citing works
Duhem modeling of friction-induced hysteresis
Padthe, A. K., Drinčić, B., Oh, J., Rizos, D. D., Fassois, S. D., & Bernstein, D. S. (2008) · IEEE Control Systems · doi:10.1109/mcs.2008.927331 · Cited by 85 · see citing works
Input saturation and global stabilization of nonlinear systems via state and output feedback
Lin, W. T. (1995) · IEEE Transactions on Automatic Control · doi:10.1109/9.376089 · Cited by 81 · see citing works
Pseudo-inverse-based adaptive control for uncertain discrete time systems preceded by hysteresis
Chen, X., Hisayama, T., & Su, C. (2008) · Automatica · doi:10.1016/j.automatica.2008.08.004 · Cited by 60 · see citing works
Self-citationKrishnamurthy, P., & Khorrami, F. (2007) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2006.886534 · Cited by 59 · see citing works
Recursive Identification of Sandwich Systems With Dead Zone and Application
Tan, Y., Dong, R., & Li, R. (2009) · IEEE Transactions on Control Systems Technology · doi:10.1109/tcst.2009.2014241 · Cited by 59 · see citing works
Stability Analysis and Stabilization of Systems With Input Backlash
Tarbouriech, S., Queinnec, I., & Prieur, C. (2013) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2013.2273279 · Cited by 53 · see citing works
A limit cycle approach for the parametric identification of hysteretic systems
Ikhouane, F., & Gomis‐Bellmunt, O. (2008) · Systems & Control Letters · doi:10.1016/j.sysconle.2008.01.003 · Cited by 47 · see citing works
Input–output stability of systems with backlash
Barreiro, A., & Baños, A. (2006) · Automatica · doi:10.1016/j.automatica.2006.02.017 · Cited by 44 · see citing works
Finite-Time Input-to-State Stability and Applications to Finite-Time Control
Hong, Y., Jiang, Z., & Feng, G. (2008) · IFAC Proceedings Volumes · doi:10.3182/20080706-5-kr-1001.00416 · Cited by 43 · see citing works
Absolute stability analysis of linear systems with Duhem hysteresis operator
Ouyang, R., & Jayawardhana, B. (2014) · Automatica · doi:10.1016/j.automatica.2014.04.028 · Cited by 42 · see citing works
Stability analysis for linear systems with input backlash through sufficient LMI conditions
Tarbouriech, S., Prieur, C., & Queinnec, I. (2010) · Automatica · doi:10.1016/j.automatica.2010.07.005 · Cited by 40 · see citing works
Corradini, M. L., & Orlando, G. (2003) · IEEE Transactions on Control Systems Technology · doi:10.1109/tcst.2002.806455 · Cited by 39 · see citing works
Adaptive Dead Zone Inverses for Possibly Nonlinear Control Systems
Bai, E. (2001) · Springer eBooks · doi:10.1007/978-1-4471-3687-3_2 · Cited by 22 · see citing works
Fuzzy sliding mode control for a class of piezoelectric system with a sliding mode state estimator
Wang, W., & Liu, X. (2010) · Mechatronics · doi:10.1016/j.mechatronics.2010.06.009 · Cited by 17 · see citing works
Smooth and Analytic Normal and Canonical Forms for Strict Feedforward Systems
Tall, I. A., & Respondek, W. (2006) · Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes · doi:10.1109/cdc.2005.1582823 · Cited by 11 · see citing works
Ibrir, S., & Su, C. (2014) · Asian Journal of Control · doi:10.1002/asjc.878 · Cited by 6 · see citing works
Self-citationDeadzone Compensation in Motion Control Systems Using Augmented Multilayer Neural Networks
Šelmić, R. R., & Lewis, F. L. (2001) · Springer eBooks · doi:10.1007/978-1-4471-3687-3_3 · Cited by 5 · see citing works
Ma, Y., Ji, H., & Liu, W. (2013) · Asian Journal of Control · doi:10.1002/asjc.741 · Cited by 5 · see citing works
Global robust output regulation of nonlinear strict feedforward systems
Chen, T., & Huang, J. (2008) · IFAC Proceedings Volumes · doi:10.3182/20080706-5-kr-1001.02055 · Cited by 5 · see citing works
Strict feedforward control systems, linearisability, and convergent normal forms
Tall, I. A. (2010) · International Journal of Control · doi:10.1080/00207179.2010.501392 · Cited by 5 · see citing works
Stability analysis for systems with saturation and backlash in the loop
Tarbouriech, S., Queinnec, I., & Prieur, C. (2013) · Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes · doi:10.1109/cdc.2013.6760942 · Cited by 4 · see citing works
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Nie, L., Zhou, M., Cao, W., & Huang, X. (2023) · IEEE Transactions on Fuzzy Systems · doi:10.1109/tfuzz.2023.3267549 · Cited by 27 · see citing works
Liu, X., Tong, D., Chen, Q., Zhou, W., & Shen, S. (2022) · Neural Processing Letters · doi:10.1007/s11063-022-10827-4 · Cited by 21 · see citing works
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“The main achievements of this article are summarized as follows: (i) In contrast to established findings [13, 18, 19, 28], this paper explores an adaptive fixed-time tracking control issue within nonstrict-feedback nonlinear systems, contending with both input delay and unknown backlash-like…”
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- Authors
- Ibrir, S., & Su, C.-Y.
- Affiliations
- King Fahd University of Petroleum and Minerals (SA)
- Concordia University (CA)
- Venue
- IEEE Transactions on Control Systems Technology
- Published
- 2017-07
- Volume
- 25
- Issue
- 4
- Pages
- 1180-1192
- ISSN
- 1063-6536 (ISSN-L)
- 1558-0865
- OpenAlex
- W2523099947
- Cited by
- 19
- References
- 53
- Citations by year
- 2025: 3 · 2024: 4 · 2023: 1 · 2022: 2 · 2021: 2 · 2020: 1 · 2019: 2 · 2018: 2 · 2017: 2
- FWCI
- 1.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IEEE Transactions on Control Systems Technology (publishedVersion)
- Funders
- Deanship of Scientific Research through the King Fahd University of Petroleum and Minerals (IN131004)
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Adaptive Control of Nonlinear Systems
- Physical Sciences › Engineering › Control and Systems Engineering › Dynamics and Control of Mechanical Systems
- Physical Sciences › Engineering › Control and Systems Engineering › Piezoelectric Actuators and Control
- Keywords
- adaptive stabilization, feedforward nonlinear systems, unknown hysteresis, state transformation, feedback control design, non-minimum phase systems, mechanical systems, system uncertainty
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