Page 217 - Mechanical Engineers' Handbook (Volume 2)
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206   Signal Processing

           4 STABILITY AND PHASE ANALYSIS
           4.1 Stability Analysis
                          Consider a transfer function

                                                                1
                                                        H(s)                                  (62)
                                                              s   p
                          where the pole p is a complex number   + j . The inverse Laplace transform of this function
                             t
                          is e [cos( t)+ j sin( t)]. This function is bounded as t →   if and only if     0. From
                          this, we can determine the stability of a function by inspecting the real components of all
                          poles of a given transfer function. The procedure for a rational function (a ratio of polyno-
                          mials) would be to factor the polynomials in the denominator and inspect to ensure that the
                          real components to all of the poles are less than zero. Suppose
                                                      a   as         as m
                                                H(s)    0  1        m
                                                      b   bs         bs 2
                                                                     n
                                                       0
                                                           1
                                                      (s   
 )(s   
 )     (s   
 )
                                                           0     1        m                   (63)
                                                      (s   p )(s   p )     (s   p )
                                                           0
                                                                          n
                                                                 1
                          In a similar way, by inspection of the S-to-z transformation z   e , we see that the entire
                                                                               s
                          left half of the plane in the S-domain maps inside the unit circle in the z-domain. For this
                          reason, we analyze the stability of systems in the z-domain by inspecting the poles of the
                          transfer function. The system is stable if the norm of all poles is less than 1.
           4.2  Phase Analysis
                          While processing the data in real time, our filters must act on the signal history. For this
                          reason, there will always be some delay in the output of our process. Worse, certain filters
                          will delay some frequency components by more or less than other frequency components.
                          This results in a phase distortion of the filter. For a certain class of FIR filters, it is possible
                          to design filters that shift each frequency component by a time delay in proportion to the
                          frequency. In this way, all frequency components are shifted by an equal time delay. Though
                          it is possible to design certain non-real-time, noncausal IIR filters that are phase shift dis-
                          tortionless, in general, IIR filters will produce some phase shift distortion. We can determine
                          the actual phase shift for each frequency component by computing

                          Table 3 Comparison of FIR and IIR Characteristics

                                                       FIR                          IIR
                          Run time efficiency  Less efficient; requires high-order  Higher efficiency; usually possible to
                                              filter.                     achieve a desired design
                                                                         specification in fewer
                                                                         computations
                          Stability         Always stable               Stable if all poles are inside the unit
                                                                         circle
                          Phase shift distortion  Can be designed to be phase  Generally distorts phase
                                              shift distortionless
                          Ease of design    Simpler design process, usually  Design is more complex, involving
                                              involving Fourier transforms  special functions or solving
                                              or solving linear systems  nonlinear systems
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