| Presentation | 2022-05-13 [Short Paper] Demonstration of a direction-of-arrival estimation method based on deep learning using a uniform circular array antenna Taichi Ohtsuji, Katsuo Miyamoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Direction-of-arrival (DOA) estimation methods based on deep learning have attracted attention, and they have shown some advantages over non-training methods. In previous studies, models have been trained on simulated training data generated on a computer, but no evaluation using data acquired in a real environment has been conducted. In this paper, we construct an experimental system using a uniform circular array antenna to verify the DOA estimation method based on deep learning with measured data. This paper demonstrates the effectiveness of deep-learning method by evaluating the experimantal system using models trained on measured data in the 420 MHz band. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | DOA estimation / deep learning / uniform circular array (UCA) |
| Paper # | SR2022-13 |
| Date of Issue | 2022-05-04 (SR) |
| Conference Information | |
| Committee | SR |
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| Conference Date | 2022/5/11(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | NICT Koganei |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Software Defined Radio, AI/Machine Learning, Quantum-assisted wireless communications, etc. |
| Chair | Suguru Kameda(Hiroshima Univ.) |
| Vice Chair | Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Kazuto Yano(ATR) |
| Secretary | Osamu Takyu(Mie Univ.) / Kentaro Ishidu(Tokai Univ.) / Kazuto Yano(NTT) |
| Assistant | Mai Ohta(Fukuoka Univ.) / Taichi Ohtsuji(NEC) / WANG Xiaoyan(Ibaraki Univ.) / Akemi Tanaka(MathWorks) |
| Paper Information | |
| Registration To | Technical Committee on Smart Radio |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Short Paper] Demonstration of a direction-of-arrival estimation method based on deep learning using a uniform circular array antenna |
| Sub Title (in English) | |
| Keyword(1) | DOA estimation |
| Keyword(2) | deep learning |
| Keyword(3) | uniform circular array (UCA) |
| 1st Author's Name | Taichi Ohtsuji |
| 1st Author's Affiliation | NEC Corporation(NEC) |
| 2nd Author's Name | Katsuo Miyamoto |
| 2nd Author's Affiliation | NEC Corporation(NEC) |
| Date | 2022-05-13 |
| Paper # | SR2022-13 |
| Volume (vol) | vol.122 |
| Number (no) | SR-12 |
| Page | pp.pp.58-60(SR), |
| #Pages | 3 |
| Date of Issue | 2022-05-04 (SR) |