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50                                  3  State Variable Feedback Control Theory

              The state variables are not unique and different forms of state variables can be
            defined. In modeling high-order system, some arrangements have to be made so
            that the state variables are measurable for feedback. Effort must be made to mini-
            mize the state variables that are not measurable and have to be predicted from an
            observer.



            3.2   State Variables


            As was mentioned in the introduction, state variables are not unique and they can be
            defined in various forms. It will be shown in the proceeding chapters and it is better
            to define the state variables right from the beginning when the governing differen-
            tial equations for various elements of a control system is derived.
              One possible method is to define state variables from the transfer function. The
            number of state variables must be equal to the order of the transfer function. Some
            books show the derivative with respect to time by a dot above variable, that is,  ()   x .
            For clarity, the derivative with respect to time will be shown by the standard symbol
            of  d/dt .
              Without loss of generality, a simple third order transfer function with numerator
            as constant value is considered:
                                   y          K                           (3.1)
                                          3
                                                2
                                   u  :=  . 05 s +15 s + sK+
                                             .
            This transfer function was studied in the previous chapter. Equation (3.1) may be
            written in differential form as
                                 d 3     d 2   d 1
                              05.  y + 15.  y +   yKy+  : Ku=             (3.2)
                                dt 3     dt 2  dt 1
            For the above differential equation, three state variables are defined as
                                          x :=  y
                                           1
                                               d
                                          x :=   y                        (3.3)
                                           2
                                               dt
                                               d
                                          x :=   x
                                           3      2
                                              dt
            Three set of first order differential equations can be defined as
                                     d
                                        1
                                     dt  x :=  x 2
                                     d  x :=  x                           (3.4)
                                     dt  2  3
                                 d  x :=−  x 3  −  2 x −  2 Kx +  2 Ku
                                 dt  3    3    2      1
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