| Presentation | 2022-07-19 Improvement of RSSI collection efficiency for position estimation using sensor NW and its effect on machine learning accuracy Takefumi Masuda, Keiji Takahei, Tsugumichi Shibata, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Japan has become one of the world's top longevity societies and the population is aging. Under such circumstances, the demand for indoor position estimation systems for watching over the elderly is increasing. Therefore, we have been studying a system that estimates the position of the elderly from the received signal strength indicator (RSSI) of the radio waves emitted by the mobile beacon worn by the elderly. The wireless standard EnOcean is used as the beacon signal, and the RSSI is collected at multiple points indoors at the same time. The position of the elderly is estimated by machine learning the relationship between the RSSI data and the signal transmission position. In this presentation, we consider the method of improving the efficiency of RSSI data acquisition and the points to keep in mind related to the accuracy of machine learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Position estimation / Received signal strength indicator / Machine learning / Neural network |
| Paper # | EMT2022-12,MW2022-36,OPE2022-15,EST2022-13,MWPTHz2022-10 |
| Date of Issue | 2022-07-12 (EMT, MW, OPE, EST, MWPTHz) |
| Conference Information | |
| Committee | MWPTHz / EST / MW / EMT / OPE / IEE-EMT |
|---|---|
| Conference Date | 2022/7/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Asahikawa Civic Culture Hall |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Workshop on Optical and Microwave technologies |
| Chair | Atsushi Kanno(NICT) / Jun Shibayama(Hosei Univ.) / Noriharu Suematsu(Tohoku Univ.) / Hiroyuki Deguchi(Doshisha Univ.) / Toshikazu Hashimoto(NTT) |
| Vice Chair | Masayuki Fujita(Osaka Univ.) / Kensuke Ikeda(CRIEPI) / Masayuki Kimishima(Advantest) / Yasuhide Tsuji(Muroran Inst. of Tech.) / Yasuo Ohtera(Toyama Prefectural Univ.) / Tadashi Kawai(Univ. of Hyogo) / Kensuke Okubo(Okayama Prefectural Univ.) / Hideyuki Nakamizo(Mitsubishi Electric) / Hideki Kawaguchi(Muroran Inst. of Tech) / Taro Arakawa(Yokohama National Univ.) |
| Secretary | Masayuki Fujita(NICT) / Kensuke Ikeda(NICT) / Masayuki Kimishima(Kyoto Univ.) / Yasuhide Tsuji(Univ. of Electro-Comm.) / Yasuo Ohtera(Univ. of Electro-Comm) / Tadashi Kawai(Toshiba) / Kensuke Okubo(Mitsubishi Electric) / Hideyuki Nakamizo(Kyushu Sangyo Univ.) / Hideki Kawaguchi(Kochi Univ. of Tech) / Taro Arakawa(Mitsubishi Electric) |
| Assistant | Li Yi(Osaka Univ.) / Akira Satou(Tohoku Univ.) / Safumi Suzuki(Tokyo Inst. of Tech.) / Seiya Kishimoto(Nihon Univ.) / Akito Iguchi(Muroran Inst. of Tech) / Naoki Hasegawa(Softbank) / Kosuke Katayama(Waseda Univ.) / Ryo Natsuaki(Univ. of Tokyo) / Yuhei Ishizaka(Kanto Gakuin Univ.) / Takeshi Umeki(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Microwave Photonics and Terahertz Photonic-Electronic Technologies / Technical Committee on Electronics Simulation Technology / Technical Committee on Microwaves / Technical Committee on Electromagnetic Theory / Technical Committee on OptoElectronics / Technical Meeting on Electromagnetic Theory |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improvement of RSSI collection efficiency for position estimation using sensor NW and its effect on machine learning accuracy |
| Sub Title (in English) | |
| Keyword(1) | Position estimation |
| Keyword(2) | Received signal strength indicator |
| Keyword(3) | Machine learning |
| Keyword(4) | Neural network |
| 1st Author's Name | Takefumi Masuda |
| 1st Author's Affiliation | Tokyo City University(TCU) |
| 2nd Author's Name | Keiji Takahei |
| 2nd Author's Affiliation | Tokyo City University(TCU) |
| 3rd Author's Name | Tsugumichi Shibata |
| 3rd Author's Affiliation | Tokyo City University(TCU) |
| Date | 2022-07-19 |
| Paper # | EMT2022-12,MW2022-36,OPE2022-15,EST2022-13,MWPTHz2022-10 |
| Volume (vol) | vol.122 |
| Number (no) | EMT-117,MW-118,OPE-119,EST-120,MWPTHz-121 |
| Page | pp.pp.23-27(EMT), pp.23-27(MW), pp.23-27(OPE), pp.23-27(EST), pp.23-27(MWPTHz), |
| #Pages | 5 |
| Date of Issue | 2022-07-12 (EMT, MW, OPE, EST, MWPTHz) |