Multidim Syst Sign Process (2011) 22:147–172
DOI 10.1007/s11045-010-0133-0
Unified theory of symmetry for two-dimensional complex
polynomials using delta discrete-time operator
I.-Hung Khoo · Hari C. Reddy · P. K. Rajan
Received: 3 April 2010 / Revised: 1 August 2010 / Accepted: 19 August 2010 /
Published online: 9 September 2010
© Springer Science+Business Media, LLC 2010
Abstract The complexity in the design and implementation of 2-D filters can be reduced
considerably if the symmetries that might be present in the frequency responses of these
filters are utilized. As the delta operator (
γ
-domain) formulation of digital filters offers bet-
ter numerical accuracy and lower coefficient sensitivity in narrow-band filter designs when
compared to the traditional shift-operator formulation, it is desirable to have efficient design
and implementation techniques in
γ
-domain which utilize the various symmetries in the filter
specifications. Furthermore, with the delta operator formulation, the discrete-time systems
and results converge to their continuous-time counterparts as the sampling periods tend to
zero. So a unifying theory can be established for both discrete- and continuous-time systems
using the delta operator approach. With these motivations, we comprehensively establish the
unifying symmetry theory for delta-operator formulated discrete-time complex-coefficient
2-D polynomials and functions, arising out of the many types of symmetries in their mag-
nitude responses. The derived symmetry results merge with the s-domain results when the
sampling periods tend to zero, and are more general than the real-coefficient results presented
earlier. An example is provided to illustrate the use of the symmetry constraints in the design
of a 2-D IIR filter with complex coefficients. For the narrow-band filter in the example, it
can be seen that the
γ
-domain transfer function possesses better sensitivity to coefficient
rounding than the z-domain counterpart.
Late Professor N. K. Bose through his fundamental and pioneering contributions as well as through his many
writings has influenced the works of a large number of researchers in multidimensional Circuits and Systems
theory including the authors of this paper. This paper is thus dedicated to his memory.
I.-H. Khoo (B ) · H. C. Reddy
Department of Electrical Engineering, California State University Long Beach, Long Beach, CA, USA
e-mail: ikhoo@csulb.edu
H. C. Reddy
College of Computer Science, National Chiao-Tung University, HsinChu City, Taiwan
P. K. Rajan
Department of Electrical & Computer Engineering, Tennessee Technological University, Cookeville,
TN, USA
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