We present a new approach to studying a discrete Gabor expansion (DGE). We show that, in general, DGE is not the usual biorthogonal decomposition, but belongs to a larger and looser decomposition scheme which we call pseudo frame decomposition. It includes the DGE scheme proposed as a special case. The standard dual frame decomposition is also a special case. We derive algorithms using techniques for Gabor sequences to compute 'biorthogonal' sequences through proper matrix representation. Our algorithms involve solutions to a linear system to obtain the 'biorthogonal' windows. This approach provides a much broader mathematical view of the DGE, and therefore, establishes a wider mathematical foundation towards the theory of DGE. The general algorithm derived also provides a whole class of discrete Gabor expansions, among which 'good' ones can be generated. Simulation results are also provided.
[1]
Richard S. Orr,et al.
The Order of Computation for Finite Discrete Gabor Transforms
,
1993,
IEEE Trans. Signal Process..
[2]
M. Bastiaans,et al.
Gabor's expansion of a signal into Gaussian elementary signals
,
1980,
Proceedings of the IEEE.
[3]
Jason Wexler,et al.
Discrete Gabor expansions
,
1990,
Signal Process..
[4]
J. Benedetto.
UNCERTAINTY PRINCIPLE INEQUALITIES AND SPECTRUM ESTIMATION
,
1990
.
[5]
Christopher Heil,et al.
A DISCRETE ZAK TRANSFORM
,
1989
.
[6]
Shie Qian,et al.
Discrete Gabor transform
,
1993,
IEEE Trans. Signal Process..
[7]
Kan Chen,et al.
Optimal biorthogonal functions for finite discrete-time Gabor expansion
,
1992,
Signal Process..
[8]
Christopher Heil,et al.
Continuous and Discrete Wavelet Transforms
,
1989,
SIAM Rev..