Page 63 - Prosig Catalogue 2005
P. 63

SOFTWARE PRODUCTS
                                                UNDERSTANDING THE CROSS CORRELATION FUNCTION


        d  + d  = 39
         1  2
        d  – d  = -11
                                                                                                                       Training & Support
         2  1
        Solving gives d  = 14 feet and d  = 25 feet which are the correct results.
                  2           1
        Note that if we correlate x1 with x2 as the reference then the delay is 11
        msecs as shown below.






                                                              The two auto spectra above are very similar as would be expected but
                                                              differences are discernible. Also the broadband nature of the uncorrelated
                                                              noise is evident at around the 62dB level.
                                                                                                                       Condition Monitoring
                                                              The cross spectrum and the transfer function are also very similar except
                                                              for scale. In both cases the phase has been unwrapped which shows the
                                                              effective linear delay.



        In this case we have

        d  + d  = 39
         1  2

        d  – d  = 11
         1  2
        Solving again gives d  = 25 and d  = 14.
                       1        2
        An alternative approach is to carry out a form of transfer function analysis
        between the 2 microphones responses. This is not a strict transfer function
        which is normally an excitation and response to that excitation. However
        the delay information is still contained in the signals. Now the transfer                                      Software
        function H(f) is defined by



        where G  is the auto spectrum of the “excitation” and G  is the cross
                                                 xy
              xx
        spectrum of  the response with  respect to the excitation.  Once  H(f)  is
        known then the impulse response function h(t) may be found by inverse
        Fourier transforming H(f). The way in which h(t) is formed means that
        positive time delays are from 0 time to the mid time point and negative
        delays are from the last time point back to the midpoint. An option is
        available to carry out the time shift automatically.
        The  graphs  below  show  the two auto  spectra,  the cross spectrum,
        the pseudo transfer  function,  the coherence  function  and  the impulse   For reference purposes we have also shown the Coherence function.  Hardware
        response function.







                                                                                                                       System Packages







                                                              As would be expected in this case the coherence outside the effective
                                                              bandwidth of the signal is essentially zero. The coherence indicates that
                                                              everything between about 500 to 1500 Hz is safe to believe but outside
                                                              that region there is little or no relationship.



                                             http://prosig.com     +1 248 443 2470 (USA)          or contact your                        63
                                             sales@prosig.com      +44 (0)1329 239925 (UK)         local representative
                            A CMG Company
   58   59   60   61   62   63   64   65   66   67   68