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























                        Figure 3.4 Closed-loop control diagram composed by two-inertia system, the ECDSC
                        and FC.


                        3.3 CONTROLLER DESIGN AND STABILITY ANALYSIS

                        This section will present the control design by using Luenberger observer
                        to address the state estimation and modifying the DSC design. The overall
                        control structure can be found in Fig. 3.4.

                        3.3.1 Luenberger Observer

                        To address unmeasurable system states (e.g., torsional torque m s and the
                        load speed ω m)in(3.3), a Luenberger state observer is designed, which is
                        given by

                                            ˙ ˆ x = Aˆx + Bu + Bˆz + L(y − y)
                                                                                    (3.20)
                                            ˆ y = Cˆx

                        where ˆx and ˆy represent the estimations of x and y, respectively. L =
                                T
                        [l 1 ,l 2 ,l 3 ] is the feedback matrix which should be set to make the matrix
                        A − LC stable. ˆz =− ˆ F with ˆ F being the estimation of the lumped dynam-
                        ics including frictions and other uncertainties, which will be approximated
                        by an ESN as shown in the following Section.
                           Define ˜x = x − x as the estimation error, then we have the observer
                        error dynamics as

                                                   ˙
                                             ˜ x =˙x − ˆx = (A − LC)˜x + B˜z        (3.21)
                                             ˙
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