Page 19 - Radar Technology Encyclopedia
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algorithm, Burg                                                                  algorithm, Volder   9



           mated, the spectrum is computed in a regular way, by insert-
           ing them into the filter transfer function. SAL                           RW =  mS
           Ref.: Nitzberg (1992), pp. 296–298; Galati (1993), p. 391.
                                                                where  R   is the matrix of the cross-covariances of the signals
           The Cooley-Tukey algorithm is a time-saving computational  in the N channels;  W  is a vector of the weights; ms an arbi-
                                                                                                          i
           technique in spectral analysis. The exponential Fourier trans-  trary nonzero constant, and  S  is vector representation of the
           form of periodic function F(t),                      desired signal in each channel.
                                                                    The main algorithms to determine the optimum weights
                                  ¥
                                1                                W   are  Kalman methods, the  Howells-Applebaum control
                              =
                         G w() ------  ò Ft () exp(jwt) dt
                               2p                               loop, the  Widrow algorithm, the  Gram-Schmidt algorithm,
                                 – ¥                            direct matrix inverse, and inverse matrix updating. The possi-
                                                                ble implementations of SLC algorithms are all-analog, all-
           can be written in discrete matrix form as
                                                                digital, and hybrid. The principal advantage of analog imple-
                                nk
                            =
                        [
                                   ] F ]                                      (1)
                                    G ] [ W  [                  mentation is simplicity of RF channel matching. The major
                          n          k
                                                                disadvantages are lack of flexibility and slow convergence.
                                     n = 0, 1, 2,... (N - 1)
                                                                On the contrary, the all-digital SLC is flexible and possesses
                                     k = 0, 1, 2,... (K - 1)
                                                                high-speed convergence but meets difficulties in matching
           where
                                                                RF-to-digital receiver chains. The most common hybrid SLC
                                  T                             is the cascaded A/D canceler, which offers the advantages of
                             F =  -----------Ft () ,
                              k  2pK   k                        both digital and analog systems. SAL
                                           ,
           W = e –2p  j/N , w  = nDw, t = kDt, and DwDt are increments of  Ref.: Cantafio (1989), pp. 465–467; Monzingo (1980).
                       n       k
           sampling in frequency and time domain correspondingly.  The  step transform algorithm  is a special algorithm in
               The Cooley-Tukey method of computing the [G ] matrix  matched filter processing using subaperture processing to
                                                     n
                                   nk
           is based on expressing the [W ] matrix in terms of products  reduce the size of fast Fourier transform (FFT). A block dia-
           of Y square matrices, where Y is an integer in the increment  gram of the step  transform matched filter is shown in
                       Y
           equation K = 2 . It offers the possibility of reducing the num-  Fig. A19. A short duration signal is mixed with the incoming
           ber of multiplications to YN (where N is the order of these  signal and the output is fed to the FFT processor. The time
                                       2
           square matrices) as compared to N  for the direct evaluation  aperture of the processor is equal to the duration of the refer-
           of the matrix of (1). The Cooley-Tukey algorithm is exten-  ence waveform but is less than the total waveform length. The
           sively  applied  in  spectral  analysis  and  digital  use of a series of short-aperture FFTs gives the possibility of
           signal processing.  SAL                              reducing hardware requirements by up 50% from  conven-
                                                                tional FFT approaches. The step transform algorithm is espe-
           Ref.: Cooley (1965), pp. 297–301; Hovanessian (1984), pp. 251–264.
                                                                cially  efficient for  synthetic aperture radar  (see also
           The  dynamic programming algorithm (DPA)  is used to
                                                                TRANSFORM, Fourier). SAL
           define the optimum paths over which a system can make tran-
                                                                Ref.: Brookner (1977), pp. 163–169.
           sitions from one state to another. The possible paths the sys-
           tem can take are assigned numerical values through a merit
                                                                                           FFT output      Matched
           function. The most common of these functions are efficiency                     coefficient  Coherent  filter
                                                                 Input  Baseband   Short-  storage  combination  output
           and cost. The DPA was originally developed by Bellman for  conversion  aperture  over a  of coefficients
                                                                      and A/D      FFT     number of  using FFT
           control problems. Later it found uses in target detection, sig-                  time
                                                                                           apertures
           nal processing, and radar system analysis and tradeoff studies.  Reference
                                                                             ramp
           For these uses it is more commonly known  as  the  Viterbi
                                                                  Figure A19 Step transform matched filter (after Brookner, 1977,
           algorithm, which is a forward DPA, recursively updating the
                                                                  Fig. 4, p. 165).
           merit function through consecutive stages of the system. SAL
           Ref.: Bellman (1957); Bar-Shalom, (1990), pp. 85–153.  Viterbi algorithm (see dynamic programming algorithm).
           Gram-Schmidt algorithm (see  CANCELER, Gram-         The Volder algorithm is a recursive procedure for determin-
              Schmidt).                                         ing the coordinates of a vector when it is rotated through a
                                                                given angle. It was developed by J. E. Volder in 1956 for the
           Howells-Applebaum algorithm  (see  CANCELER,  How-
                                                                calculation of trigonometric and hyperbolic  functions. The
              ells-Applebaum).                                                                                 - i
                                                                algorithm uses a sequence of rotation angles a = arctan(2 ),
                                                                                                      i
           Sidelobe cancelation (SLC) algorithms are the algorithms  which makes it possible to reduce the rotation of the vector to
           used in the sidelobe cancellation technique to place a null in  a series of additions, subtractions, and shifts (division by 2),
           the required direction. For  an adaptive  processor with  N  which are readily implemented in digital hardware. The algo-
           degrees of freedom, the N input channels are each multiplied  rithm is also known  as  the coordinate rotation  digital com-
           by a complex weight and summed to form the output:   puter (CORDIC) algorithm.
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