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


                        dead-zone-input systems is given in [3]. Moreover, a new smoothly ap-
                        proximated inverse of the dead-zone was suggested in [7], which can avoid
                        chattering problems that may occur in the non-smooth inverse approaches
                        when this new approximated dead-zone model is used in the backstepping
                        control design to compensate the effect of the dead-zone. To further ad-
                        dress the inherent non-linearities in the dead-zone characteristics, a novel
                        description of a general non-linear dead-zone model was also developed
                        in [8], where the potential non-linear behavior embedded in the actua-
                        tor dead-zone can be described by using non-linear functions. This new
                        model can be reformulated as a combination of a time-varying gain and a
                        bounded disturbance-like term as the linear counterpart in [3]byusing the
                        mean value theorem, and thus making the control system design possible
                        without necessarily constructing a dead-zone inverse [9,10].
                           In this chapter, we will introduce several well-known dead-zone mod-
                        els, which will be used in the subsequent control designs in this book. This
                        includes the linear dead-zone model [1] and also the generic non-linear
                        dead-zone model [8]. Moreover, several typical systems with dead-zone
                        input will also be briefly introduced.


                        7.2 DEAD-ZONE MODELS

                        Dead-zone is a static relationship DZ(·) between the actuator input v(t) and
                        the actuator output u(t), in which for a range of input values v(t) the output
                        u(t) is zero, while for the input v(t) is outside of this band, the output
                        u(t) appears and is a function of the input, where the slope between the
                        input and the output is constant (linear model) or time-varying (non-linear
                        model) [1]. Hence, these two different models will be introduced in this
                        section.


                        7.2.1 Linear Dead-Zone Model
                        The analytical expression of the linear dead-zone characteristic is given by

                                                ⎧
                                                ⎪ m r (v(t) − b r )  v(t) ≥ b r
                                                ⎨
                                 u(t) = DZ(v(t)) =     0             b l < v(t)< b r  (7.1)
                                                   m l (v(t) − b l )  v(t) ≤ b l
                                                ⎪
                                                ⎩
                        where v is the input and u is the output, b r ≥ 0,b l ≤ 0 are the break-points,
                        and m r ,m l > 0 are the slopes. Without loss of generality, it is assumed that
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