| Presentation | 2022-05-13 [Special Invited Talk] Toward Development of Deep Unfolding-Based Versatile Framework for Systems Design Masaki Ogura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Deep unfolding is a method for parameter adjustment based on deep learning-oriented techniques to accelerate the convergence of iterative algorithms. The high efficiency of this method has been demonstrated in various fields, such as wireless signal processing. In this talk, the speaker will discuss his recent research attempts to use the deep unfolding technique to establish general-purpose control system design techniques. The speaker will use the average consensus problem in complex networks as an example. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | |
| Paper # | CS2022-4 |
| Date of Issue | 2022-05-05 (CS) |
| Conference Information | |
| Committee | CQ / CS |
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| Conference Date | 2022/5/12(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Fukui (Fuku Pref.) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Optical/Wireless Access and Their Integration, Communication Behavior, QoE and Psychology, Assessment / Measurement / Control / Optimization of Communication Quality, Network Services, Wireless Networks, MIMO/Diversity/Multiplexing Techniques, etc. |
| Chair | Jun Okamoto(NTT) / Jun Terada(NTT) |
| Vice Chair | Takefumi Hiraguri(Nippon Inst. of Tech.) / Gou Hasegawa(Tohoku Univ.) / Daisuke Umehara(Kyoto Inst. of Tech.) |
| Secretary | Takefumi Hiraguri(NTT) / Gou Hasegawa(Ritsumeikan Univ.) / Daisuke Umehara(NICT) |
| Assistant | Yoshiaki Nishikawa(NEC) / Ryoichi Kataoka(KDDI Research) / Kimiko Kawashima(NTT) / Takahiro Yamaura(Toshiba) / Yuta Ida(Yamaguchi Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Communication Quality / Technical Committee on Communication Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Special Invited Talk] Toward Development of Deep Unfolding-Based Versatile Framework for Systems Design |
| Sub Title (in English) | |
| Keyword(1) | |
| 1st Author's Name | Masaki Ogura |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2022-05-13 |
| Paper # | CS2022-4 |
| Volume (vol) | vol.122 |
| Number (no) | CS-14 |
| Page | pp.pp.18-18(CS), |
| #Pages | 1 |
| Date of Issue | 2022-05-05 (CS) |