| Presentation | 2019-12-19 [Invited Lecture] Some Applications of Machine Learning to Wireless Communication Masaaki Tanio, Naoto Ishii, Norifumi Kamiya, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Research and development for the application of machine learning to various areas of signal processing in wireless communication is being extensively performed in recent years, aiming at the improvement of the communication performance. The considered region of application ranges from the physical layer to application layers. We show a first example, in which we apply machine learning to the design of distortion compensation circuit for a power amplifier in a wireless system transmitter; namely, we report the compensation performance of the distortion compensation circuit using a neural network for the nonlinear distortion of the power amplifier. Moreover, we show activity related to machine learning technology applied to communication control. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Signal Processing / Wireless Communication / Non Linear Distortion |
| Paper # | NS2019-141,RCS2019-244 |
| Date of Issue | 2019-12-12 (NS, RCS) |
| Conference Information | |
| Committee | NS / RCS |
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| Conference Date | 2019/12/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Memorial Hall of Alumni(Engineering), Tokushima Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Multi-hop/Relay/Cooperation, Disaster-resistant wireless network, Sensor/Mesh network, Ad-hoc network, D2D/M2M, Wireless network coding, Handover/AP switching/Connected cell control/Load balancing among base stations/Mobile network dynamic reconfiguration, QoS/QoE assurance, Wireless VoIP, IoT, Edge computing, etc. |
| Chair | Yoshikatsu Okazaki(NTT) / Tomoaki Otsuki(Keio Univ.) |
| Vice Chair | Akihiro Nakao(Univ. of Tokyo) / Satoshi Suyama(NTT DoCoMo) / Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) |
| Secretary | Akihiro Nakao(Osaka Pref Univ.) / Satoshi Suyama(NTT) / Fumiaki Maehara(NTT) / Toshihiko Nishimura(Kyushu Univ.) |
| Assistant | Shinya Kawano(NTT) / Kazushi Muraoka(NEC) / Shinsuke Ibi(Doshisha Univ.) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) |
| Paper Information | |
| Registration To | Technical Committee on Network Systems / Technical Committee on Radio Communication Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Lecture] Some Applications of Machine Learning to Wireless Communication |
| Sub Title (in English) | |
| Keyword(1) | Machine Learning |
| Keyword(2) | Signal Processing |
| Keyword(3) | Wireless Communication |
| Keyword(4) | Non Linear Distortion |
| 1st Author's Name | Masaaki Tanio |
| 1st Author's Affiliation | NEC(NEC) |
| 2nd Author's Name | Naoto Ishii |
| 2nd Author's Affiliation | NEC(NEC) |
| 3rd Author's Name | Norifumi Kamiya |
| 3rd Author's Affiliation | NEC(NEC) |
| Date | 2019-12-19 |
| Paper # | NS2019-141,RCS2019-244 |
| Volume (vol) | vol.119 |
| Number (no) | NS-344,RCS-345 |
| Page | pp.pp.43-43(NS), pp.43-43(RCS), |
| #Pages | 1 |
| Date of Issue | 2019-12-12 (NS, RCS) |