Page 49 - Prosig Catalogue 2005
P. 49

SOFTWARE PRODUCTS
                                                                     ALIASING, ORDERS & WAGON WHEELS


                                                              considering here then is the relationship between the rate at which we
                                                              collect data from a rotating shaft and the highest order to avoid aliasing.
                                                              The relationship depends on how we do our sampling as we could sample
                                                              at  constant  time  steps (equi-time  step sampling),  or  at  equal  angles
                                                              spaced around the shaft (equi-angular or synchronous sampling).  We will
                                                              consider both of these but first let us recall the relationship for regular
                                                              equi-time step sampling and the highest frequency permissible to avoid
                                                              aliasing.  This is often known as Shannon’s Theorem.
                                                              Standard Aliasing                                        Training & Support
                                                              With regular time based sampling using uniform time steps we have a
                                                              sample rate of say S samples/second.  That is digital values are taken 1/S
                                                              seconds apart.  For convenience let δt be the time increment in seconds
                                                              so that δt = 1/S seconds.
                                                              With regular  time domain  processing  we have a  time and  frequency
                                                              relationship. That is if we carry out a Fourier analysis of a regularly spaced
                                                              time history then we get a frequency spectrum.
                                                              Shannon’s aliasing theorem states that if we have a sample rate S then
                                                              the highest frequency we can observe without aliasing is (S/2) Hz.  (S
                                                              /2) is known  as the Nyquist  frequency.   As previously  mentioned  the
                               Figure 1                       implication and results of aliasing are illustrated in an appendix below.
                                                              So if we have a time step δt then the highest frequency, f  , is given by
                                                                                                      max              Condition Monitoring




                                                              This  is  a  relationship  between time  steps in  seconds and  the highest
                                                              frequency  in  Hz.   It is  worth noting  that originally  frequencies were
                                                              specified in units of “cycles per second”, and that the fundamental units
                                                              of Hz are 1/second.
                                                              Highest order with time based sampling
                                                              First recall that orders are multiples of the rotation speed of the shaft.
                                                              So  if a  shaft is  rotating  at R  rpm  (revs/minute),  then  the Nth order
                                                              corresponds to a rotational rate of (N*R) rpm.  So if a shaft is notating at
                                                              1000 rpm then second order is 2000 rpm but if the shaft rotation speed   Software
                                                              was 1500 rpm then second order corresponds to a speed of 3000 rpm.
                                                              Orders are independent of the actual shaft speed, they are some multiple
                                                              or fraction of the current rotational speed.
                                                              The relationship between order and frequency for a given basic rotation
                                                              speed of R rpm is simply:
                               Figure 2
        frequency of the resonance. In this case the resonant frequency is 245
        Hz.
        This  means  that this  structure  should  probably  not  be  used  if  in  its
        working life it will be exposed to this frequency. Figure 2 also shows that
        if this structure was to be used, and only exposed to 300Hz to 400 Hz or
        perhaps 0Hz to 200Hz , this particular resonant frequency would not be
        excited, and therefore the structure would not vibrate abnormally.  Putting this relationship into the regular time based relationship to find   Hardware
                                                              the highest order to avoid aliasing gives:
        Aliasing, Orders & Wagon

        Wheels                                                That is  the highest  order,  K max ,  when  using  time based sampling  at S
                                                              samples/second is given by:
        These days most people collecting engineering and scientific data digitally
        have heard of and know of the implications of the sample rate and the
        highest observable frequency in order to avoid aliasing.  For those people
        who  are perhaps unfamiliar  with the phenomenon  of aliasing  then an
        Appendix is included below which illustrates the phenomenon.  Synchronous or Equiangular Sampling
        In saying that most people are aware of the relationship concerning sample   With equiangular sampling we take N points per revolution, typically by
        rate and aliasing this generally means they are aware of it when dealing   using a toothed wheel or similar to give exactly N points per revolution.    System Packages
        with constant time step sampling where digital values are measured at   This is again independent of the actual shaft speed.  So our sample rate
        equal increments of time.  There is far less familiarity with the relevant   is N points/revolution.
        relationship when dealing with orders, where an order is a multiple of
        the rotational rate of the shaft.  For example second order is a rate that   With equiangular  sampling  we are in  the “revolution”  domain  and  the
        is exactly twice the current rotational speed of the shaft.  What we are   corresponding  domain  is  the order domain.   That is  if we carry  out a
                                                              Fourier analysis of an equiangular spaced signal then we get an order



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