Skip to main content
Log in

Fuzzy Finite-Time Sliding Mode Control of Euler-Lagrange Systems with State/Error Constraints

  • Published:
International Journal of Fuzzy Systems Aims and scope Submit manuscript

Abstract

This paper studies the fuzzy finite-time nonsingular terminal sliding mode (FTNTSM) control problem for state/error-constrained and uncertain Euler-Lagrange systems with several contributions: (1) a modified FTNTSM manifold is designed to ensure finite-time stabilization of error dynamics and prescribed tracking accuracy; (2) a new barrier Lyapunov function (BLF) candidate, not only intended for sliding mode control design, but also devoted to constraint satisfaction, is constructed. The BLF candidate is a universal one, as it works uniformly for both constrained and unconstrained systems without changing the control structure; and (3) a fuzzy logic system is employed to dynamically compensate modeling inaccuracies and external disturbances. Meanwhile, a terminal dynamics-based gradient descent algorithm with an accelerated learning process is established to train the weight online. Numerical simulations on a robot manipulator demonstrate the theoretical findings.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15
Fig. 16
Fig. 17
Fig. 18
Fig. 19
Fig. 20

Similar content being viewed by others

References

  1. Sun, Y., Dong, D., Qin, H.: Backstepping-based distributed finite-time coordinated tracking control for multiple uncertain euler-lagrange systems. Int J Fuzzy Sys 21(2), 503–517 (2019)

    MathSciNet  Google Scholar 

  2. Zhu, G., Du, J.: Robust adaptive neural practical fixed-time tracking control for uncertain euler-lagrange systems under input saturations. Neurocomputing 412, 502–513 (2020)

    Google Scholar 

  3. Yin, Z., Luo, J., Wei, C.: Robust prescribed performance control for euler-lagrange systems with practically finite-time stability. European J Control 52, 1–10 (2020)

    MathSciNet  MATH  Google Scholar 

  4. Su, Y., Zheng, C.: Global asymptotic tracking of robot manipulators with a simple decentralised non-linear pd-like controller. IET control theory & applications 4(9), 1605–1611 (2010)

    MathSciNet  Google Scholar 

  5. Zheng, C., Su, Y., Mercorelli, P.: A simple nonlinear pd control for faster and high-precision positioning of servomechanisms with actuator saturation. Mechanical Sys Signal Process 121, 215–226 (2019)

    Google Scholar 

  6. Su, Y., Zheng, C., Mercorelli, P.: Robust approximate fixed-time tracking control for uncertain robot manipulators. Mechanical Sys Signal Process 135, 106379 (2020)

    Google Scholar 

  7. Nguyen, V.-T., Lin, C.-Y., Su, S.-F., Sun, W.: Finite-time adaptive fuzzy tracking control design for parallel manipulators with unbounded uncertainties. Internat J Fuzzy Syst 21(2), 545–555 (2019)

    MathSciNet  Google Scholar 

  8. Yuan, J., Zhu, M., Guo, X., Lou, W.: Finite-time trajectory tracking control for a stratospheric airship with full-state constraint and disturbances. J Franklin Institute 358(2), 1499–1528 (2021)

    MathSciNet  MATH  Google Scholar 

  9. Zhang, Z., Wu, Y.: Further results on fixed-time stabilization and tracking control of a marine surface ship subjected to output constraints. IEEE Transactions on Systems, Man, and Cybernetics: Systems (2019)

  10. Zhang, J., Yu, S., Yan, Y.: Fixed-time velocity-free sliding mode tracking control for marine surface vessels with uncertainties and unknown actuator faults. Ocean Engineering 201, 107107 (2020)

    Google Scholar 

  11. Zhang, J., Yu, S., Wu, D., Yan, Y.: Nonsingular fixed-time terminal sliding mode trajectory tracking control for marine surface vessels with anti-disturbances. Ocean Engineering 217, 108158 (2020)

    Google Scholar 

  12. Fu, M., Wang, T., Wang, C.: Fixed-time trajectory tracking control of a full state constrained marine surface vehicle with model uncertainties and external disturbances. Int J Control, Automation and Systems 17(6), 1331–1345 (2019)

    Google Scholar 

  13. Liu, L., Zhang, L., Wang, Y., Hou, Y.: A novel robust fixed-time fault-tolerant tracking control of uncertain robot manipulators. IET Control Theory & Applications (2020)

  14. Sun, L., Liu, Y.: Fixed-time adaptive sliding mode trajectory tracking control of uncertain mechanical systems. Asian J Control 22(5), 2080–2089 (2020)

    MathSciNet  Google Scholar 

  15. Zhao, K., Song, Y.: Removing the feasibility conditions imposed on tracking control designs for state-constrained strict-feedback systems. IEEE Transactions on Automatic Control 64(3), 1265–1272 (2018)

    MathSciNet  MATH  Google Scholar 

  16. Kali, Y., Saad, M., Benjelloun, K., Khairallah, C.: Super-twisting algorithm with time delay estimation for uncertain robot manipulators. Nonlinear Dynamics 93(2), 557–569 (2018)

    MATH  Google Scholar 

  17. Al-Dujaili, A.Q., Falah, A., Humaidi, A.J., Pereira, D.A., Ibraheem, I.K.: Optimal super-twisting sliding mode control design of robot manipulator: Design and comparison study. Int J Adv Robotic Sys 17(6), 1729881420981524 (2020)

    Google Scholar 

  18. Saeed, A., Liu, Y., Shah, M.Z., Wang, L., Zuo, Z., Wang, Q.-G.: Higher order sliding mode based lateral guidance and control of finless airship. Aerospace Sci Technol 113, 106670 (2021)

    Google Scholar 

  19. Huang, D., Yang, C., Pan, Y., Cheng, L.: Composite learning enhanced neural control for robot manipulator with output error constraints. IEEE Transactions on Industrial Informatics 17(1), 209–218 (2019)

    Google Scholar 

  20. Wang, Y., Pu, H., Shi, P., Ahn, C.K., Luo, J.: Sliding mode control for singularly perturbed markov jump descriptor systems with nonlinear perturbation. Automatica 127, 109515 (2021)

    MathSciNet  MATH  Google Scholar 

  21. Nekoukar, V., Erfanian, A.: Adaptive fuzzy terminal sliding mode control for a class of mimo uncertain nonlinear systems. Fuzzy Sets Systems 179(1), 34–49 (2011)

    MathSciNet  MATH  Google Scholar 

  22. Shao, X., Sun, G., Xue, C., Li, X.: Nonsingular terminal sliding mode control for free-floating space manipulator with disturbance. Acta Astronautica 181, 396–404 (2021)

    Google Scholar 

  23. Yao, Q.: Fixed-time trajectory tracking control for unmanned surface vessels in the presence of model uncertainties and external disturbances. International Journal of Control, 1–11 (2020)

  24. Zhang, Y., Hua, C., Li, K.: Disturbance observer-based fixed-time prescribed performance tracking control for robotic manipulator. Int J Sys Sci 50(13), 2437–2448 (2019)

    MathSciNet  MATH  Google Scholar 

  25. Mei, K., Ding, S., Chen, X.: Fuzzy non-singular terminal sliding mode controller design for nonlinear systems with input saturation. Int J Fuzzy Syst 22(7), 2271–2283 (2020)

    Google Scholar 

  26. Lin, X., Wang, Y., Liu, Y.: Neural-network-based robust terminal sliding-mode control of quadrotor. Asian J Control 24(1), 427–438 (2022)

    MathSciNet  Google Scholar 

  27. Chalanga, A., Plestan, F.: High-order sliding-mode control with predefined convergence time for electropneumatic actuator. IEEE Transactions on Control Syst Technol 29(2), 910–917 (2020)

    Google Scholar 

  28. Wang, X., Tan, C.P., Liu, L., Qi, Q.: A novel unknown input interval observer for systems not satisfying relative degree condition. Int J Robust and Nonlinear Control 31(7), 2762–2782 (2021)

    MathSciNet  Google Scholar 

  29. Kostarigka, A.K., Rovithakis, G.A.: Adaptive dynamic output feedback neural network control of uncertain mimo nonlinear systems with prescribed performance. IEEE Transac Neural Net Learning Syst 23(1), 138–149 (2011)

    Google Scholar 

  30. Shen, G., Xia, Y., Zhang, J., Cui, B.: Adaptive fixed-time trajectory tracking control for mars entry vehicle. Nonlinear Dynamics 102(4), 2687–2698 (2020)

    Google Scholar 

  31. Bechlioulis, C.P., Rovithakis, G.A.: Robust adaptive control of feedback linearizable mimo nonlinear systems with prescribed performance. IEEE Transactions on Automatic Control 53(9), 2090–2099 (2008)

    MathSciNet  MATH  Google Scholar 

  32. Chen, B., Lin, C.: Finite-time stabilization-based adaptive fuzzy control design. IEEE Transactions on Fuzzy Systems 29(8), 2438–2443 (2021). https://doi.org/10.1109/TFUZZ.2020.2991153

    Article  Google Scholar 

  33. Yao, Y., Tan, J., Wu, J.: Event-triggered finite-time adaptive fuzzy tracking control for stochastic nontriangular structure nonlinear systems. International Journal of Fuzzy Systems, 1–13 (2021)

  34. Van, M., Ge, S.S.: Adaptive fuzzy integral sliding-mode control for robust fault-tolerant control of robot manipulators with disturbance observer. IEEE Transactions on Fuzzy Systems 29(5), 1284–1296 (2020)

    Google Scholar 

  35. Fang, Y., Fei, J., Cao, D.: Adaptive fuzzy-neural fractional-order current control of active power filter with finite-time sliding controller. Int J Fuzzy Syst 21(5), 1533–1543 (2019)

    MathSciNet  Google Scholar 

  36. Tee, K.P., Ge, S.S., Tay, E.H.: Barrier lyapunov functions for the control of output-constrained nonlinear systems. Automatica 45(4), 918–927 (2009)

    MathSciNet  MATH  Google Scholar 

  37. Incremona, G.P., Rubagotti, M., Ferrara, A.: Sliding mode control of constrained nonlinear systems. IEEE Transactions on Automatic Control 62(6), 2965–2972 (2016)

    MathSciNet  MATH  Google Scholar 

  38. Obeid, H., Fridman, L.M., Laghrouche, S., Harmouche, M.: Barrier function-based adaptive sliding mode control. Automatica 93, 540–544 (2018)

    MathSciNet  MATH  Google Scholar 

  39. Jeong, C.-S., Kim, J.-S., Han, S.-I.: Tracking error constrained super-twisting sliding mode control for robotic systems. Int J Control, Automation and Syst 16(2), 804–814 (2018)

    Google Scholar 

  40. Yuan, J., Ding, S., Mei, K.: Fixed-time sosm controller design with output constraint. Nonlinear Dynamics 102(3), 1567–1583 (2020)

    Google Scholar 

  41. Ding, S., Park, J.H., Chen, C.-C.: Second-order sliding mode controller design with output constraint. Automatica 112, 108704 (2020)

    MathSciNet  MATH  Google Scholar 

  42. Sun, T., Cheng, L., Wang, W., Pan, Y.: Semiglobal exponential control of euler-lagrange systems using a sliding-mode disturbance observer. Automatica 112, 108677 (2020)

    MathSciNet  MATH  Google Scholar 

  43. Roy, S., Baldi, S.: Towards structure-independent stabilization for uncertain underactuated euler-lagrange systems. Automatica 113, 108775 (2020)

    MathSciNet  MATH  Google Scholar 

  44. Vidyasagar, M.: Nonlinear Systems Analysis. SIAM, ??? (2002)

  45. Zak, M., Zbilut, J.P., Meyers, R.E.: From Instability to Intelligence: Complexity and Predictability in Nonlinear Dynamics vol. 49. Springer, (2008)

  46. Gao, G., Zhang, S., Ye, M.: Global robust super-twisting algorithm with adaptive switching gains for a hybrid robot. Int J Adv Robotic Syst 17(5), 1729881420926429 (2020)

    Google Scholar 

  47. Xiong, X., Kamal, S., Jin, S.: Adaptive gains to super-twisting technique for sliding mode design. Asian J Control 23(1), 362–373 (2021)

    MathSciNet  Google Scholar 

  48. Dawson, D.M., Carroll, J.J., Schneider, M.: Integrator backstepping control of a brush dc motor turning a robotic load. IEEE Transactions on Control Systems Technology 2(3), 233–244 (1994)

    Google Scholar 

  49. Yang, Y., Yan, Y.: Neural network approximation-based nonsingular terminal sliding mode control for trajectory tracking of robotic airships. Aerospace Sci Technol 54, 192–197 (2016)

    Google Scholar 

Download references

Acknowledgements

This work was supported by the National Natural Science Foundation of China under Grant 62122046 and Grant 61973204.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yang Wu.

Appendix A Implementation Steps

Appendix A Implementation Steps

figure b

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wu, Y., Wang, Y., Cheng, M. et al. Fuzzy Finite-Time Sliding Mode Control of Euler-Lagrange Systems with State/Error Constraints. Int. J. Fuzzy Syst. 24, 2982–2999 (2022). https://doi.org/10.1007/s40815-022-01315-x

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40815-022-01315-x

Keywords

Navigation