Presentation 1998/5/28
Performance Improvement of Adaptive Filters using Modified DFT Pair
Yoshihisa Hamahashi, Isao Nakanishi, Akinori Tsuji, Yoshio Itoh, Yutaka Fukui,
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Abstract(in English) When an input signal is colored, the speed of convergence of a time domain adaptive filter(TDAF) is slow as the eigenvalue spread of an input autocorrelation matrix increases. A frequency domain adaptive filter(FDAF) can achieve a faster convergence speed than a TDAF because the FDAF approximately diagonalizes the input autocorrelation matrix by using the discrete Fourier transform(DFT). However, the conventional FDAFs can not obtain a continuous output signal while at the same time maintaining stability of the convergence. For the solution of such problems, we had proposed the FDAF using the modified DFT(MDFT) pair and its advantages had been examined through the computer simulations. In addition, we proposed a method to reduce the computational complexity of the MDFT. In this paper, we propose the methods for improving the performance of the FDAF using the MDFT. To realize the real-time processing, all multiplications of the MDFT are replaced with the shift operations by using the approximate cosine function, and the signed regressor algorithm that requires no multiplication is introduced. The convergence performance is improved by introducing the spectral error method where the weights are updated by the spectral error between the desired and the input signals.
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Keyword(in English) frequency domain adaptive filter / modified DFT pair / computational complexity / spectral error method
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Conference Information
Committee DSP
Conference Date 1998/5/28(1days)
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Registration To Digital Signal Processing (DSP)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Performance Improvement of Adaptive Filters using Modified DFT Pair
Sub Title (in English)
Keyword(1) frequency domain adaptive filter
Keyword(2) modified DFT pair
Keyword(3) computational complexity
Keyword(4) spectral error method
1st Author's Name Yoshihisa Hamahashi
1st Author's Affiliation Faculty of Engineering, Tottori University()
2nd Author's Name Isao Nakanishi
2nd Author's Affiliation Faculty of Education, Tottori University
3rd Author's Name Akinori Tsuji
3rd Author's Affiliation Faculty of Engineering, Tottori University
4th Author's Name Yoshio Itoh
4th Author's Affiliation Faculty of Engineering, Tottori University
5th Author's Name Yutaka Fukui
5th Author's Affiliation Faculty of Engineering, Tottori University
Date 1998/5/28
Paper #
Volume (vol) vol.98
Number (no) 79
Page pp.pp.-
#Pages 8
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