Error Analysis and Efficient Realization of the Multiplier-Less FFT-Like Transformation (ML-FFT) and Related Sinusoidal Transformations

被引:0
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作者
K. M. Tsui
S. C. Chan
机构
[1] The University of Hong Kong,Department of Electrical and Electronic Engineering
[2] The University of Hong Kong,Department of Electrical and Electronic Engineering
关键词
Discrete Fourier Transform (DFT); Radix-; Fast Fourier Transform (FFT); Multiplier-less approximation; Sum-of-Powers-of-two (SOPOT); Error analysis; Implementation; Real-valued; Discrete Cosine Transform (DCT); Discrete W Transform (DWT);
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学科分类号
摘要
This paper studies the round-off analysis, design and implementation, and applications of the multiplier-less Fast Fourier Transform-like (ML-FFT) transformation proposed by Chan et al. [1, 2]. The ML-FFT parameterizes the twiddle factors in the conventional FFT algorithm as certain rotation-like matrices and approximates the associated parameters inside these matrices by the sum-of-power-of-two (SOPOT) or canonical signed digits representations, hence avoiding expensive multiplications. The error due to the SOPOT approximation is called the coefficient round-off error and it has been studied in [1, 2]. This paper studies the signal round-off error arising from internal rounding and develops a recursive noise model for ML-FFT. Using this model, a random search algorithm is proposed to minimize the hardware resources for realizing the ML-FFT subject to a prescribed output bit accuracy. To address the irregular structure of the ML-FFT due to the varying number of SOPOT terms used, a framework for its software implementation is also developed. The resulting algorithm has a regular implementation structure and is shown to offer a good performance similar to their floating-point counterpart. Finally, a new ML-FFT for real-valued input, called the ML-RFFT, is proposed. Because of the symmetry in the algorithm, it only requires about half the number of additions as required by the ML-FFT. Using the mappings between the DFT and the DCTs and DWTs, new ML-FFT-based transformations called ML-DCTs and ML-DWTs are derived. Design examples are given to demonstrate the usefulness of the proposed methods.
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页码:97 / 115
页数:18
相关论文
共 3 条
  • [1] Error analysis and efficient realization of the multiplier-less FFT-like transformation (ML-FFT) and related sinusoidal transformations
    Tsui, K. M.
    Chan, S. C.
    [J]. JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2006, 44 (1-2): : 97 - 115
  • [2] Error analysis and complexity optimization for the multiplier-less FFT-like transformation (ML-FFT)
    Tsui, KA
    Chan, SC
    Tse, KW
    [J]. 2004 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 3, PROCEEDINGS, 2004, : 401 - 404
  • [3] Multiplier-less real-valued FFT-like transformation (ML-RFFT) and related real-valued transformations.
    Chan, SC
    Tsui, KM
    [J]. PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL IV: DIGITAL SIGNAL PROCESSING-COMPUTER AIDED NETWORK DESIGN-ADVANCED TECHNOLOGY, 2003, : 257 - 260