Title :
Error analysis and complexity optimization for the multiplier-less FFT-like transformation (ML-FFT)
Author :
Tsui, K.M. ; Chan, S.C. ; Tse, K.W.
Author_Institution :
Dept. of Electr. & Electron. Eng., Hong Kong Univ., China
Abstract :
This paper studies the effect of the signal round-off errors on the accuracies of the multiplier-less fast Fourier transform-like transformation (ML-FFT). The idea of the ML-FFT is to parameterize the twiddle factors in the conventional FFT algorithm as certain rotation-like matrices and approximate the associated parameters inside these matrices by the sum-of-power-of-two (SOPOT) or canonical signed digits (CSD) representations. The error due to the SOPOT approximations is called the coefficient round-off error. Apart from this error, signal round-off error also occurs because of insufficient wordlengths. Using a recursive noise model of these errors, the minimum hardware to realize the ML-FFT subject to the prescribed output bit accuracy can be obtained using a random search algorithm. A design example is given to demonstrate the effectiveness of the proposed approach.
Keywords :
computational complexity; error analysis; fast Fourier transforms; optimisation; randomised algorithms; roundoff errors; CSD representation; FFT algorithm; SOPOT approximation; canonical signed digits; coefficient round-off error; complexity optimization; error analysis; fast Fourier transform; hardware realization; insufficient wordlength; multiplier-less FFT-like transformation; output bit accuracy; parameter approximation; random search algorithm; recursive noise model; rotation-like matrix; signal round-off error; sum-of-power-of-two; transformation accuracy; twiddle factor parameterization; Design methodology; Digital signal processing; Discrete Fourier transforms; Error analysis; Fast Fourier transforms; Finite wordlength effects; Fixed-point arithmetic; Hardware; Roundoff errors; Signal processing algorithms;
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
DOI :
10.1109/ISCAS.2004.1328768