| Presentation | 2019-07-11 [Poster Presentation] A Study on Coded Modulation Using Autoencoders Akiho Nakata, Koji Ishii, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study tries to design a coded modulation scheme with a desired transmission rate by use of autoencoder and evaluates its block error rate (BLER) and capacity performances. In the autoencoder, the numbers of inputs and outputs are identical but the one of middle nodes is less than the ones of them. Due to the structure of this network, the autoencoder can efficiently retrieve the feature values of input and output. Tim et.al have proposed to design error correcting encoder and its corresponding decoder with an autoencoder and shown that the performance of its error correcting code can get close to Shannon limit. This work tries to expand the autoencoder based encoder/decoder design to the case with arbitrary transmission-rate and code-length by adjusting the numbers of inputs/outpus and middle nodes. Some simulation results show that the encoder and decoder designed by autoencoder can approach to a Shannon limit. However, in the case with high transmission rate (e.g., faster than 4 bit/symbol), the performance gap between the designed code and Shannon limit becomes larger so that we need to do a tuning of network or reconsider the design criterion. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | machine learning / autoencoder / coded modulation |
| Paper # | RCC2019-24,NS2019-60,RCS2019-117,SR2019-36,SeMI2019-33 |
| Date of Issue | 2019-07-03 (RCC, NS, RCS, SR, SeMI) |
| Conference Information | |
| Committee | SeMI / RCS / NS / SR / RCC |
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| Conference Date | 2019/7/10(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | I-Site Nanba（Osaka） |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Communication and Networked Control for the Future Radio of the AI Age, etc |
| Chair | Susumu Ishihara(Shizuoka Univ.) / Tomoaki Otsuki(Keio Univ.) / Yoshikatsu Okazaki(NTT) / Masayuki Ariyoshi(NEC) / Kazunori Hayashi(Osaka City Univ.) |
| Vice Chair | Kazuya Monden(Hitachi) / Koji Yamamoto(Kyoto Univ.) / Satoshi Suyama(NTT DoCoMo) / Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) / Akihiro Nakao(Univ. of Tokyo) / Suguru Kameda(Tohoku Univ.) / Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Shunichi Azuma(Nagoya Univ.) / HUAN-BANG LI(NICT) |
| Secretary | Kazuya Monden(Kyoto Univ.) / Koji Yamamoto(NTT DOCOMO) / Satoshi Suyama(Hitachi) / Fumiaki Maehara(NTT) / Toshihiko Nishimura(Kyushu Univ.) / Akihiro Nakao(Osaka Pref Univ.) / Suguru Kameda(NTT) / Osamu Takyu(ATR) / Kentaro Ishidu(Univ. of Electro-Comm.) / Shunichi Azuma(Mie Univ.) / HUAN-BANG LI(Kagawa Univ.) |
| Assistant | Akira Uchiyama(Osaka Univ.) / Kenji Kanai(Waseda Univ.) / Masafumi Hashimoto(Osaka Univ.) / Kazushi Muraoka(NTT DOCOMO) / Shinsuke Ibi(Doshisha Univ.) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Shinya Kumagai(Fujitsu) / Shinya Kawano(NTT) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu) / Kentaro Kobayashi(Nagoya Univ.) / Toshinori Kagawa(NICT) / Masateru Ogura(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Sensor Network and Mobile Intelligence / Technical Committee on Radio Communication Systems / Technical Committee on Network Systems / Technical Committee on Smart Radio / Technical Committee on Reliable Communication and Control |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] A Study on Coded Modulation Using Autoencoders |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | autoencoder |
| Keyword(3) | coded modulation |
| 1st Author's Name | Akiho Nakata |
| 1st Author's Affiliation | Kagawa University(Kagawa Univ.) |
| 2nd Author's Name | Koji Ishii |
| 2nd Author's Affiliation | Kagawa University(Kagawa Univ.) |
| Date | 2019-07-11 |
| Paper # | RCC2019-24,NS2019-60,RCS2019-117,SR2019-36,SeMI2019-33 |
| Volume (vol) | vol.119 |
| Number (no) | RCC-106,NS-107,RCS-108,SR-109,SeMI-110 |
| Page | pp.pp.67-72(RCC), pp.93-98(NS), pp.89-94(RCS), pp.99-104(SR), pp.81-86(SeMI), |
| #Pages | 6 |
| Date of Issue | 2019-07-03 (RCC, NS, RCS, SR, SeMI) |