| Presentation | 1995/5/19 Construction of Digital Filter from a Recurrent Neural Network Ken-ichi Okuno, Naoki Isu, Hiroki Yoshimura, Tadaaki Shimizu, Kazuhiro Sugata, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Digital filters were constructed from fully cross-coupled and partially cross-coupled recurrent neural networks by the use of the back propagation through time (BPTT) learning. Maximum length linear shift register sequence (M sequence) was adopted as an input signal to the networks, and its expected output from a filter to be constructed was given as a teacher signal. Partially cross-coupled recurrent neural networks modeled after Direct Types I and II of IIR digital filter acquired appropriate properties of LPF and HPF through learning. It was also shown that a recurrent neural network has the ability to construct any filters with complex dynamics by the same learning process. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Recurrent Neural Network / Digital Filter / BPTT / M Sequence |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 1995/5/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Construction of Digital Filter from a Recurrent Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Recurrent Neural Network |
| Keyword(2) | Digital Filter |
| Keyword(3) | BPTT |
| Keyword(4) | M Sequence |
| 1st Author's Name | Ken-ichi Okuno |
| 1st Author's Affiliation | Dept. of Information and Knowledge Engineering Faculty of Engineering, Tottori University() |
| 2nd Author's Name | Naoki Isu |
| 2nd Author's Affiliation | Dept. of Information and Knowledge Engineering Faculty of Engineering, Tottori University |
| 3rd Author's Name | Hiroki Yoshimura |
| 3rd Author's Affiliation | Dept. of Information and Knowledge Engineering Faculty of Engineering, Tottori University |
| 4th Author's Name | Tadaaki Shimizu |
| 4th Author's Affiliation | Dept. of Information and Knowledge Engineering Faculty of Engineering, Tottori University |
| 5th Author's Name | Kazuhiro Sugata |
| 5th Author's Affiliation | Dept. of Information and Knowledge Engineering Faculty of Engineering, Tottori University |
| Date | 1995/5/19 |
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| Volume (vol) | vol.95 |
| Number (no) | 47 |
| Page | pp.pp.- |
| #Pages | 8 |
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