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126   Adaptive Identification and Control of Uncertain Systems with Non-smooth Dynamics


                           In practical control implementation, since the discontinuous switching
                        function sgn(·) shown in (8.24)and (8.27) may result in the chattering
                        phenomenon, the following continuous function η(·) couldbeusedto
                        replace sgn(·) in the practical control


                                                      sgn(s),|s|≥ ζ
                                              η(s) =    2s                          (8.28)
                                                       |s|+ζ  ,|s| <ζ
                        where ζ> 0 is the boundary layer thickness.

                        8.3.3 Stability Analysis
                        In this section, the boundedness of all signals and the finite-time conver-
                        gence of the tracking error for system (8.7) in both the reaching phase and
                        the sliding phase will be addressed.
                        Lemma 8.1. [20] Suppose that there exists a continuous, positive-definite func-
                        tion V(t) satisfying the following differential inequality

                                                     γ
                                     ˙ V(t) + αV(t) + βV (t) ≤ 0, ∀t ≥ t 0 , V(t 0 ) ≥ 0  (8.29)
                        where α,β > 0, 0 <γ < 1 are constants. Then, for any given t 0,V(t) satisfies the
                        following inequality
                               V 1−γ  (t) ≤ (αV  1−γ  (t 0 ) + β)e −α(1−γ)(t−t 0 )  − β, t 0 ≤ t ≤ t s  (8.30)


                        and
                                                                                    (8.31)
                                                 V(t) ≡ 0, ∀t ≥ t s

                        with t s given by
                                                    1      αV 1−γ  (t 0 ) + β
                                         t s = t 0 +     ln             .           (8.32)
                                                 α(1 − γ)       β
                           Now, we will summarize the main results of this chapter as the following
                        theorem:

                        Theorem 8.1. Consider the PMSM servo system (8.7) with unknown non-
                        linear dead-zone (8.3), terminal sliding manifold (8.20), feedback control (8.24),
                        and NN weight adaptive law (8.25), then:
                          i) All signals in the closed-loop system are semi-globally uniformly ultimately
                            bounded (SGUUB).
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