The computational complexity of time-frequency distributions

A number of lower bounds on the communication and multiplicative complexity are derived. The (Area)*(Time)/sup 2/ (AT/sup 2/) bound for the discrete short time Fourier transform, the discrete Wigner-Ville distribution, the discrete ambiguity function and the discrete Gabor transform is shown to be AT/sup 2/= Omega (N/sup 3/ log/sup 2/ N), where N/sup 2/ is the number of output points. The lower bound on multiplicative complexity for these is shown to be Omega (N/sup 2/). For the N-point discrete wavelet transform a lower bound of AT/sup 2/= Omega (N/sup 2/ log/sup 2/ N) and a multiplicative complexity of Omega (N) are the same as the lower bounds for the DFT.<<ETX>>

[1]  C. Thompson Area-time complexity for VLSI , 1979, STOC 1979.

[2]  Jean Vuillemin,et al.  A combinatorial limit to the computing power of V.L.S.I. circuits , 1980, 21st Annual Symposium on Foundations of Computer Science (sfcs 1980).

[3]  S. Winograd Arithmetic complexity of computations , 1980 .

[4]  Jean Vuillemin,et al.  A Combinatorial Limit to the Computing Power of VLSI Circuits , 1983, IEEE Transactions on Computers.

[5]  Thompson Fourier Transforms in VLSI , 1983, IEEE Transactions on Computers.

[6]  Jeffrey D Ullma Computational Aspects of VLSI , 1984 .

[7]  Shmuel Winograd,et al.  Computing the ambiguity surface , 1985, IEEE Trans. Acoust. Speech Signal Process..

[8]  Françoise Peyrin,et al.  A unified definition for the discrete-time, discrete-frequency, and discrete-time/Frequency Wigner distributions , 1986, IEEE Trans. Acoust. Speech Signal Process..

[9]  Boualem Boashash,et al.  An efficient real-time implementation of the Wigner-Ville distribution , 1987, IEEE Trans. Acoust. Speech Signal Process..

[10]  T. Saramaki,et al.  Efficient multirate realization for narrow transition-band FIR filters , 1988, 1988., IEEE International Symposium on Circuits and Systems.

[11]  Stéphane Mallat,et al.  Multifrequency channel decompositions of images and wavelet models , 1989, IEEE Trans. Acoust. Speech Signal Process..

[12]  Martin Vetterli,et al.  Wavelets and filter banks: relationships and new results , 1990, International Conference on Acoustics, Speech, and Signal Processing.

[13]  Garry M. Jacyna,et al.  WIGNER TRANSFORMS, GABOR COEFFICIENTS, AND WEYL-HEISENBERG WAVELETS , 1991 .