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94                                     Introduction to Control Theory

            Linear Control Design Problem: Consider a LTI system. Design a feedback
            controller that operates on the output  y(t) without differentiation, and
            generates an input u(t) so that the system goes from any initial state x(0) to
            a specified desired final state x d  in some finite time. This problem has 2 parts
            to it:


            1. Controllability: Can the problem be solved if y=x?
            2. Observability: If so, how do I get x from y?

            In the next section we introduce these concepts and find tests that will allow
            us to answer the questions posed. Given is a MIMO LTI system


                                                                      (2.11.1)


            where        ,       ,        and A, B, C, D are of the appropriate
            dimensions.

            DEFINITION 2.11–1 A state x 0  is controllable if there exists an input u(t),
            for 0 t t 1  such that x(t 1 )=0, for some finite t 1 . The system itself is said to be
            controllable if all    are controllable.

            Note that the input u(t) is not a feedback function of the state x(t). Let us
            recall the solution of the differential equation given by






            and evaluate it at t 1  assuming that x 0  is controllable so that  x(t 1 )=0 to
            obtain


                                                                      (2.11.2)



            Therefore, if x 0  is controllable, it has to satisfy the last equation. This however
            is not an easy test. Fortunately, we have a much simpler test given in the
            following theorem.

            THEOREM 2.11–1: A necessary and sufficient condition for the complete
            controllability of the LTI systems is that, The n×nm matrix





            Copyright © 2004 by Marcel Dekker, Inc.
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