Page 531 - Fundamentals of Radar Signal Processing
P. 531

(6.173)

               where        is the estimate of the clutter reflectivity at time n (n usually indexes
               complete  radar  scans  of  an  area)  and x[n]  is  the  currently  measured  clutter

               sample  at  time n.  The  factor  γ  controls  the  relative  weight  of  the  current
               measurement  versus  the  preceding  measurements.  This  equation  is  applied
               separately to each range-angle cell of interest. The detection threshold is then
               set for each range-angle cell as




                                                                                                     (6.174)

               Note that the threshold for testing for a target on the current scan is based on the
               clutter  estimate  from  the  previous  scan.  The  current  data  are not  included

               because,  if  the  CUT  does  contain  a  target,  it  would  distort  the  clutter
               measurement and raise the threshold, creating a self-masking effect. Even with
               this  precaution,  self-masking  can  cause  CFAR  losses  of  several  dB  if  slow-
               moving targets are present, so that they persist in a map cell for more than one
               scan (Lops and Orsini, 1989). If the target persists in the map cell for a number
               of  scans  approaching  the  number  of  scans  integrated  to  form  the  clutter  map,
               detectability is essentially lost entirely.

                     The  first-order  difference  equation  (6.173)  corresponds  to  an  IIR  filter
               with the impulse response




                                                                                                     (6.175)

               where u[n] is the unit step function. Consequently, the output of the filter can
               also be expressed as a convolution with h[n]:








                                                                                                     (6.176)

               This equation shows that, similar to CA CFAR, the threshold will be based on
               an average of clutter measurements, but there are several important differences.

               In CA CFAR, clutter samples taken during the same pulse or dwell and from
               cells  adjoining  the  CUT  in  spatial  position,  Doppler,  or  both  are  used  to
               estimate the clutter level. The clutter must be assumed spatially homogeneous so
               that these adjoining cells represent the interference in the CUT accurately. The
               various CA CFAR extensions discussed previously are all motivated by real-
               world violations of this assumption. In clutter mapping, the threshold is based
   526   527   528   529   530   531   532   533   534   535   536