| Presentation | 2018-06-08 A study on iterative decoding with neural network LLR modulator in SMR system Madoka Nishikawa, Yasuaki Nakamura, Hisashi Osawa, Yoshihiro Okamoto, Yasushi Kanai, Hiroaki Muraoka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In our previous research, we showed that the iterative decoding with a log-likelihood ratio (LLR) modulator using parity check results for the low density parity check (LDPC) code provided the good bit error rate (BER) performance in the shingled magnetic recording (SMR) read/write channel. In this report, we propose a new LLR modulator modifying LLR parameters by output of a neural network. The results clarify that the proposed LLR modulator achieves no errors with small iteration compared with the conventional one. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | SMR / LDPC / LLR / Neural network |
| Paper # | MRIS2018-10 |
| Date of Issue | 2018-05-31 (MRIS) |
| Conference Information | |
| Committee | MRIS / ITE-MMS |
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| Conference Date | 2018/6/7(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Recording Systems, etc. |
| Chair | Satoshi Matsunuma(Maxell) / Norihiko Ishii(NHK) |
| Vice Chair | |
| Secretary | (Toshiba) / (Kinki Univ.) |
| Assistant | Ikuya Tagawa(Tohoku Inst. of Tech.) / Shuhei Yoshida(AIST) |
| Paper Information | |
| Registration To | Technical Committee on Magnetic Recording & Information Storage / Technical Group on Multi-media Storage |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on iterative decoding with neural network LLR modulator in SMR system |
| Sub Title (in English) | |
| Keyword(1) | SMR |
| Keyword(2) | LDPC |
| Keyword(3) | LLR |
| Keyword(4) | Neural network |
| 1st Author's Name | Madoka Nishikawa |
| 1st Author's Affiliation | Ehime University(Ehime Univ.) |
| 2nd Author's Name | Yasuaki Nakamura |
| 2nd Author's Affiliation | Ehime University(Ehime Univ.) |
| 3rd Author's Name | Hisashi Osawa |
| 3rd Author's Affiliation | Ehime University(Ehime Univ.) |
| 4th Author's Name | Yoshihiro Okamoto |
| 4th Author's Affiliation | Ehime University(Ehime Univ.) |
| 5th Author's Name | Yasushi Kanai |
| 5th Author's Affiliation | Niigata Institute of Technology(Niigata Ins. of Tec.) |
| 6th Author's Name | Hiroaki Muraoka |
| 6th Author's Affiliation | Tohoku University(Tohoku Univ.) |
| Date | 2018-06-08 |
| Paper # | MRIS2018-10 |
| Volume (vol) | vol.118 |
| Number (no) | MRIS-74 |
| Page | pp.pp.55-60(MRIS), |
| #Pages | 6 |
| Date of Issue | 2018-05-31 (MRIS) |