| Presentation | 2020-03-05 [Invited Lecture] Recent Advance of Deep Unfolding-based Algorithms for Wireless Communications Satoshi Takabe, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we briefly review recent progress of deep unfolding that is a promising deep learning technique whose network architecture is based on existing iterative algorithms. By unfolding the recursive structure of an iterative algorithm and embedding trainable parameters, deep unfolding can learn the parameters using training data, which results in improving the convergence performance. After we introduce a basic idea of deep unfolding, we present some examples of deep-unfolded algorithms for compressed sensing and MIMO signal detection. We also discuss future directions of deep unfolding. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | deep learning / deep unfolding / MIMO / compressed sensing |
| Paper # | SR2019-125 |
| Date of Issue | 2020-02-26 (SR) |
| Conference Information | |
| Committee | RCS / SR / SRW |
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| Conference Date | 2020/3/4(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tokyo Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mobile Communication Workshop |
| Chair | Tomoaki Otsuki(Keio Univ.) / Masayuki Ariyoshi(NEC) / Satoshi Denno(Okayama Univ.) |
| Vice Chair | Satoshi Suyama(NTT DoCoMo) / Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) / Suguru Kameda(Tohoku Univ.) / Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Keiichi Mizutani(Kyoto Univ.) |
| Secretary | Satoshi Suyama(NTT) / Fumiaki Maehara(Kyushu Univ.) / Toshihiko Nishimura(ATR) / Suguru Kameda(Univ. of Electro-Comm.) / Osamu Takyu(Mie Univ.) / Kentaro Ishidu(Tokyo Inst. of Tech.) / Keiichi Mizutani(Anritsu) |
| Assistant | Kazushi Muraoka(NEC) / Shinsuke Ibi(Doshisha Univ.) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu Lab.) / Kentaro Kobayashi(Nagoya Univ.) / Masaaki Fuse(Anritsu) / Tomoki Murakami(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Radio Communication Systems / Technical Committee on Smart Radio / Technical Committee on Short Range Wireless Communications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Lecture] Recent Advance of Deep Unfolding-based Algorithms for Wireless Communications |
| Sub Title (in English) | |
| Keyword(1) | deep learning |
| Keyword(2) | deep unfolding |
| Keyword(3) | MIMO |
| Keyword(4) | compressed sensing |
| 1st Author's Name | Satoshi Takabe |
| 1st Author's Affiliation | Nagoya Institute of Technology(NITech) |
| Date | 2020-03-05 |
| Paper # | SR2019-125 |
| Volume (vol) | vol.119 |
| Number (no) | SR-449 |
| Page | pp.pp.71-78(SR), |
| #Pages | 8 |
| Date of Issue | 2020-02-26 (SR) |