Presentation | 2000/10/17 Frequency Domain Adaptive Volterra Filters Using Summational Complex NLMS Algorithm Masanori TSUJIKAWA, Yoshinobu KAJIKAWA, Yasuo NOMURA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Frequency domain adaptive Volterra filters can identify nonlinear systems. The filtering and updating on the frequency domain by using FFT algorithm can reduce greatly the computational complexity of time domain adaptive Volterra filters. Complex LMS algorithm, which has been used as the updating algorithm of the frequency domain adaptive Volterra filters, however, has a few problems. First, it is difficult to set up the step size, which controls the updating. Second, the relation between the computational complexity and the convergence speed has tradeoff because the gradient calculated on the frequency domain is the circular correlation. In this paper, we apply a complex NLMS algorithm to frequency domain adaptive Volterra filters. This application makes the selection of the step size easy. Moreover, we aim at the reduction operation, which is employed for the filtering in the frequency domain Volterra filters of the second-and high-order, and show that the summation of the gradient calculated on the frequency domain can reduce the number of the operation constraining the gradient. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | frequency domain / adaptive Volterra filter / reduction / summational complex NLMS algorithm |
Paper # | DSP2000-124, ICD2000-117, IE2000-69 |
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Committee | IE |
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Conference Date | 2000/10/17(1days) |
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Paper Information | |
Registration To | Image Engineering (IE) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Frequency Domain Adaptive Volterra Filters Using Summational Complex NLMS Algorithm |
Sub Title (in English) | |
Keyword(1) | frequency domain |
Keyword(2) | adaptive Volterra filter |
Keyword(3) | reduction |
Keyword(4) | summational complex NLMS algorithm |
1st Author's Name | Masanori TSUJIKAWA |
1st Author's Affiliation | Department of Electronics, Faculty of Engineering, Kansai University() |
2nd Author's Name | Yoshinobu KAJIKAWA |
2nd Author's Affiliation | Department of Electronics, Faculty of Engineering, Kansai University |
3rd Author's Name | Yasuo NOMURA |
3rd Author's Affiliation | Department of Electronics, Faculty of Engineering, Kansai University |
Date | 2000/10/17 |
Paper # | DSP2000-124, ICD2000-117, IE2000-69 |
Volume (vol) | vol.100 |
Number (no) | 389 |
Page | pp.pp.- |
#Pages | 8 |
Date of Issue |