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56                                  3  State Variable Feedback Control Theory

                                 v :=  eigenvecA( ,−0 .102  +1 .192 i)
                                                   −
                                             −  . 0 228 0 .414 i
                                                  −
                                                    .
                                         v = 0 .516 023 i
                                              . 0 22110 639+ .  i
                                              (
                                      = : v  eigenvecA,   − .
                                                   2 796)
                                              012
                                             − .
                                              .
                                         v  =  0 334
                                             0 935
                                            − .
            For complex conjugates eigenvalues, there are also two conjugate eigenvectors.
            For real root, there is a real eigenvector. The eigenvectors will be used to assess the
            controllability and observability of the control system.



            3.4   State Variable Feedback Control Theory


            It was shown in the previous chapter that control systems might have one or several
            outputs. The output is fed back in the controller and various control strategies may
            be used to control the system. The problem with complex system with higher order
            transfer function than third order is that it is not possible to control the location of
            the roots of characteristic equation on the s-plane. A compromise has to be made
            between the steady state error and the transient response.
              In the state variable form, if all the state variables are measurable then state vari-
            able feedback control theory may be used. The condition is that the system must
            be controllable. The condition of controllability will be discussed later. If the state
            variables are not measurable for direct feedback, observer may be used to predict
            the state variables. The idea is that if the system model and input are known, with
            measurement taken on one or several state variables all state variables can be pre-
            dicted. The condition of observability will be discussed later.
              Consider the state equation,
                                       d  X :=  AXBu+
                                      dt
            In the above equation, it is assumed that there is only one input variable. The pro-
            cedure for controllable system with more than one input is the same and it can be
            shown that by a single input it is possible to control the location of all roots of the
            characteristic equation. The control strategy is that a summation junction will be
            added to the input u which represents the command signal and all state variables
                            i
            with appropriate gain are used as negative feedback. The state equation becomes
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