Page 117 - Fundamentals of Radar Signal Processing
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whether the probability density function has one or two free parameters. The

               nonfluctuating, exponential, and all chi-square (once the order is stated) are all
               one-parameter distributions. The one parameter in the form given earlier is the
               mean  RCS,  .  The  non-central  chi-square,  Weibull,  and  log-normal  are two-
               parameter  distributions,  as  is  the  chi-square  with  variable  degree.  The
                                          2
               parameters are   and a  for the non-central chi-square,   and m for the variable-
               order chi-square, B and C for the Weibull, and σ  and s for the log-normal in the
                                                                        m
               forms given. For a one-parameter distribution, estimating the mean is sufficient
               to characterize the complete PDF. For the two-parameter case estimates of two
               parameters,  usually  the  variance  and  either  the  mean  or  median,  must  be
               computed to characterize the PDF. This distinction is important in the design of
               automatic detection algorithms in Chap. 6.
                     Most  radar  analysis  and  measurement  programs  emphasize  RCS

               measurements,  which  are  proportional  to  received  power.  Sometimes ζ,  the
               corresponding voltage, is of interest, particularly for use in simulations where
               Eq.  (2.50)  is  used  explicitly  to  model  the  composite  echo  from  a  multiple
               scatterer target. The probability density function for the voltage is then required
               in order to properly model the probabilistic variations of the complex sum. The
               PDF of |ζ| is easily derived from the PDF of σ using basic results of random

               variables  (Papoulis  and  Pillai,  2001).  Because  RCS  is  nonnegative,  the
               transformation   5




                                                                                                       (2.54)

               from RCS to voltage has only one real solution for σ,  namely σ  = ζ, . It then
                                                                                                    2
               follows that the PDF of ζ is given by










                                                                                                       (2.55)

                     Equation (2.55) can be used to write the voltage PDFs by inspection from
               Table  2.3.  The  results,  given  in Table  2.4,  are  expressed  in  terms  of  the
               parameters of the corresponding RCS distribution from Table 2.3. Additional
               information is given in App. A.
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