Page 444 - Thomson, William Tyrrell-Theory of Vibration with Applications-Taylor _ Francis (2010)
P. 444

Sec. 13.5   Correlation                                       431


                              and  its  probability  density,  by  differentiation,  is
                                                             1
                                                 p(x)                 Ul  <A

                                                      =  0            |x|  > A
                                  For  the  wide-band  record,  the  amplitude,  phase,  and  frequency  all  vary
                              randomly  and  an  analytical  expression  is  not  possible  for  its  instantaneous  value.
                              Such  functions  are  encountered  in  radio  noise,  jet  engine  pressure  fluctuation,
                              atmospheric  turbulence,  and  so  on,  and  a  most  likely  probability  distribution  for
                              such  records  is  the  Gaussian  distribution.
                                  When  a wide-band  record  is put through a  narrow-band filter,  or a  resonance
                              system  in which  the  filter bandwidth  is  small  compared  to  its central  frequency  / q,
                              we  obtain  the  third  type  of  wave,  which  is  essentially  a  constant-frequency
                              oscillation  with  slowly  varying  amplitude  and  phase.  The  probability  distribution
                              for its  instantaneous values  is the  same as that for the wide-band  random function.
                              However,  the  absolute values of its peaks,  corresponding to the  envelope, will  have
                              a  Rayleigh  distribution.
                                  Another quantity of great interest is the distribution  of the peak values.  Rice^
                              shows  that  the  distribution  of  the  peak  values  depends  on  a  quantity  N^)/2M,
                              where   is  the  number  of zero  crossings,  and  2M   is  the  number  of positive  and
                              negative  peaks.  For  a  sine  wave  or  a  narrow  band,   is  equal  to  2M,  so  that  the
                              ratio  N^)/2M =  1.  For  a  wide-band  random  record,  the  number  of  peaks  will
                              greatly  exceed  the  number  of  zero  crossings,  so  that  N^^/2M  tends  to  approach
                              zero.  When  N^^/2M =  0,  the  probability  density  distribution  of peak  values  turns
                              out  to  be  Gaussian,  whereas  when  N^^/2M  =  1,  as  in  the  narrow-band  case,  the
                              probability  density  distribution  of the  peak values  tends  to  a  Rayleigh  distribution.



                       13.5  CORRELATION
                              Correlation  is  a  measure  of the  similarity  between  two  quantities.  As  it  applies  to
                              vibration  waveforms,  correlation  is  a  time-domain  analysis  useful  for  detecting
                              hidden  periodic  signals  buried  in  measurement  noise,  propagation  time  through
                              the  structure,  and  for  determining  other  information  related  to  the  structure’s
                              spectral  characteristics,  which  are  better  discussed  under  Fourier  transforms.
                                  Suppose  we  have  two  records,  x^U)  and  X2U),  as  shown  in  Fig.  13.5-1.  The
                              correlation  between  them  is  computed  by  multiplying  the  ordinates  of  the  two
                              records  at each  time  t  and  determining the average value ( Xj(/)x2( 0 )  ^>y dividing
                              the  sum  of  the  products  by  the  number  of  products.  It  is  evident  that  the
                              correlation  so  found  will  be  largest  when  the  two  records  are  similar  or  identical.

                                  ^See Ref. [8].
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