| Presentation | 2019-07-11 A study on Auto-Regressive modeling of Duty Cycle Kohei Okawa, Hiroki Iwata, Kenta Umebayashi, Janne Lehtom?ki, Miguel L?pez-Ben?tez, Satya Joshi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In dynamic spectrum sharing, it is useful to exploit statistical information on spectrum usage. In this paper, we investigate an AR (Auto-Regressive) modeling to predict DC (Duty Cycle) which is spectrum occupancy rate over time axis. Real DC measurements show behavior that is hard for the typical AR model to express such as a time-varying characteristic of mean DC and existence of time period with low-correlation. To overcome the behavior, we propose a DC model based on AR model considering these behavior. Specifically, the proposed model classifies the states of DC value (high or low) exploiting thresholding process and models the DC based on AR model each state. We also consider the time-varying characteristic of mean DC by means of estimation of mean DC by sliding window process. Several verifications based on real DC measurements show the proposed model can attain high enough prediction accuracy in case of long enough observation period of DC. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Cognitive radio / dynamic spectrum access / smart spectrum access / duty cycle / auto-regressive model |
| Paper # | SR2019-29 |
| Date of Issue | 2019-07-03 (SR) |
| 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) | A study on Auto-Regressive modeling of Duty Cycle |
| Sub Title (in English) | |
| Keyword(1) | Cognitive radio |
| Keyword(2) | dynamic spectrum access |
| Keyword(3) | smart spectrum access |
| Keyword(4) | duty cycle |
| Keyword(5) | auto-regressive model |
| 1st Author's Name | Kohei Okawa |
| 1st Author's Affiliation | Tokyo University of Agriculture and Technology(Tokyo Univ. of Agriculture and Tech.) |
| 2nd Author's Name | Hiroki Iwata |
| 2nd Author's Affiliation | Tokyo University of Agriculture and Technology(Tokyo Univ. of Agriculture and Tech.) |
| 3rd Author's Name | Kenta Umebayashi |
| 3rd Author's Affiliation | Tokyo University of Agriculture and Technology(Tokyo Univ. of Agriculture and Tech.) |
| 4th Author's Name | Janne Lehtom?ki |
| 4th Author's Affiliation | University of Oulu(Univ. of Oulu) |
| 5th Author's Name | Miguel L?pez-Ben?tez |
| 5th Author's Affiliation | University of Liverpool(Univ. of Liver) |
| 6th Author's Name | Satya Joshi |
| 6th Author's Affiliation | University of Oulu(Univ. of Oulu) |
| Date | 2019-07-11 |
| Paper # | SR2019-29 |
| Volume (vol) | vol.119 |
| Number (no) | SR-109 |
| Page | pp.pp.59-64(SR), |
| #Pages | 6 |
| Date of Issue | 2019-07-03 (SR) |