Ch. Hsieh et al., DESIGN OF 2-DIMENSIONAL FIR DIGITAL-FILTERS BY A 2-DIMENSIONAL WLS TECHNIQUE, IEEE transactions on circuits and systems. 2, Analog and digital signal processing, 44(5), 1997, pp. 348-357
For two-dimensional (2-D) FIR filter design, the conventional weighted
least squares (WLS) technique rearranges the filter parameters of 2-D
form into their corresponding one-dimensional (1-D) form, thus result
ing in expensive computation, This paper presents a new computationall
y efficient WLS technique far the design of 2-D FIR filters. We introd
uce a updating desired frequency response which implicitly includes th
e weighting function such that the sum of weighted square errors to be
minimized can be represented in a 2-D matrix form, This makes it poss
ible to keep all fitter parameters in their natural 2-D form, thereby
reducing the computational complexity from O(N-6) to O(N-3). It is con
firmed through design. examples that the new technique is computationa
lly very efficient;and leads to nearly optimal approximations. This te
chnique is suitable for the design of 2-D real zero-phase FIR filters
with quadrantal symmetric or antisymmetric frequency response and can
also be applied to the design of 1-D FIR filters.