| Presentation | 2019-01-16 Position Prediction of Mobile Targets using BLE Signals and Machine Learning for Electronic Monitoring Arata Sashida, Nan Touma, Morikazu Nakamura, Akira Sakima, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a method for position prediction of mobile targets based on BLE signals and machine learning for electronic monitoring systems. We consider the power attenuation of BLE signals due to obstacle's effects and distance to the receivers in the feature vector design. Moreover, we introduce moving histories of mobile targets as attributes to utilize their state space information. Experimental evaluation shows that our approach has a high potential for position prediction in electronic monitoring systems. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | electronic monitoring system / IoT / BLE / position prediction |
| Paper # | MoNA2018-57 |
| Date of Issue | 2019-01-09 (MoNA) |
| Conference Information | |
| Committee | MoNA |
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| Conference Date | 2019/1/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | T. B. D. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Ryoichi Shinkuma(Kyoto Univ.) |
| Vice Chair | Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.) |
| Secretary | Shigeaki Tagashira(Kyushu Univ.) / Gen Kitagata(NEC) |
| Assistant | Ken Usui(KDDI Research) / Kenji Kanai(Waseda Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Mobile Network and Applications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Position Prediction of Mobile Targets using BLE Signals and Machine Learning for Electronic Monitoring |
| Sub Title (in English) | |
| Keyword(1) | electronic monitoring system |
| Keyword(2) | IoT |
| Keyword(3) | BLE |
| Keyword(4) | position prediction |
| 1st Author's Name | Arata Sashida |
| 1st Author's Affiliation | University of the Ryukyus(Univ. of the Ryukyus) |
| 2nd Author's Name | Nan Touma |
| 2nd Author's Affiliation | University of the Ryukyus(Univ. of the Ryukyus) |
| 3rd Author's Name | Morikazu Nakamura |
| 3rd Author's Affiliation | University of the Ryukyus(Univ. of the Ryukyus) |
| 4th Author's Name | Akira Sakima |
| 4th Author's Affiliation | Kuniken Systems(Kuniken Systems) |
| Date | 2019-01-16 |
| Paper # | MoNA2018-57 |
| Volume (vol) | vol.118 |
| Number (no) | MoNA-389 |
| Page | pp.pp.1-6(MoNA), |
| #Pages | 6 |
| Date of Issue | 2019-01-09 (MoNA) |