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APPENDIX D Laplace transforms and transfer functions    277




                  Simplifying

                                           δYsðÞ     GsðÞ
                                                ¼                               (D.25)
                                           δXsðÞ  1 GsðÞHsðÞ
                  The feedback is often subtracted from instead of added to the input (negative feed-
                  back system). In this case, the closed-loop transfer function is given by

                                            δYsðÞ    GsðÞ
                                                ¼                               (D.26)
                                           δXsðÞ  1+ GsðÞHsðÞ
                  Since industrial controllers usually provide a signal that is subtracted from the input,
                  the form of Eq. (D.26) is applicable in that case.




                  D.7 The convolution integral
                  If the input (x) and output (y) variables are related by a linear time-invariant system,
                  and if G(s) is the transfer function relating x(t) and y(t), then
                                             YsðÞ ¼ GsðÞXsðÞ                    (D.27)
                  If the input is a unit impulse function, then X(s)¼1, and Y(s)¼G(s). Thus the
                  impulse response function, g(t), of this system is simply the inverse Laplace trans-
                  form of G(s). That is,
                                           y I tðÞ   gtðÞ ¼ L  1  ½ Gsðފ       (D.28)
                  Thus, once the impulse response of a linear system is known, the response to any
                  other input is determined from inverting Eq. (D.27). This inversion of the product
                  of two Laplace transforms is called the convolution integral and is given by
                                                      ð ∞
                                    ytðÞ ¼ L  1  ½ GsðÞXsðފ ¼  gt τÞx τðÞ dτ   (D.29)
                                                        ð
                                                      0
                  This is a fundamental property of a linear system. By using the property that for a
                  physically realizable system, the impulse response is zero for time t<0, integral
                  (D.29) may be rewritten by changing the upper limit to the current time, t.
                                               ð t
                                                  ð
                                           ytðÞ ¼  gt τÞx τðÞ dτ                (D.30)
                                                0
                  Eq. (D.30) is the form of the convolution integral used in numerical calculations.
                  The convolution integral is directly applicable to multivariate state variable
                  equations.
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