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Fixed-time sliding mode control with disturbance observer and variable exponent coefficient for nonlinear
                                                         systems





















                                                              Figure 13. Control inputs for the proposed
                                                              fixed-time trajectory tracking sliding mode control


















            Figure 11. Position tracking errors for (A) joint 1
            and (B) joint 2
                                                              Figure 14. Control inputs for Boukattaya et al.’s
                                                              controller


                                                              5. Conclusion

                                                              The study introduces a robust trajectory track-
                                                              ing control approach for uncertain nonlinear dy-
                                                              namic systems by leveraging a fixed-time DO.
                                                              First, a novel FVECDO was designed using fixed-
                                                              time stability theory to accurately estimate the
                                                              combined uncertainties arising from modeling in-
                                                              accuracies and external disturbances. Utilizing
                                                              the information from this DO, a sliding mode
                                                              control strategy was proposed that ensures fixed-
                                                              time convergence for trajectory tracking. This
                                                              approach incorporated a reaching law with a
                                                              state-dependent exponent coefficient in conjunc-
                                                              tion with a sliding variable designed for fixed-
                                                              time convergence. The developed controller ex-
                                                              hibited key advantages, including high robust-
                                                              ness, reduced chattering, and avoidance of singu-
                                                              larities. Lyapunov theory was employed to com-
                                                              prehensively analyze the system’s fixed-time sta-
                                                              bility and control precision. Finally, simulations
                                                              comparing this method with other control strate-
                                                              gies demonstrated its effectiveness and low sensi-
            Figure 12. Estimation of lumped disturbances for  tivity to the system’s initial conditions. Future
            (A) joint 1 and (B) joint 2
                                                              work will explore the controller’s performance in
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