Presentation | 2018-01-22 A Study on Multi-dimensional Localization with Bluetooth Low Energy Beacon for Indoor Environments Hiroyuki Torii, Shinsuke Ibi, Seiich Sampei, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper proposes an indoor localization method based on fingerprint using Received Signal Strength Indicator (RSSI) of BLE (Bluetooth Low Energy). In fingerprinting, first, the transmitter is placed at a predetermined candidate position. Second, the combination of RSSIs obtained by each receiver is measured as teacher data. Third, the position is estimated by maximum likelihood estimation by comparing RSSI and teacher data. However, even if the distance between the transmitter and the receiver is static, RSSI fluctuates probabilistically due to environmental factors, so the estimation accuracy may decrease. Therefore, in this paper, we will examine the localization method based on probability theory using RSSI histograms as fingerprint teacher data. Furthermore, by applying kernel density estimation to each RSSI histogram, the likelihood histogram is abstracted with respect to RSSI variation. Finally, we evaluate the proposed method by indoor localization experiments. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | BLE / Indoor Localization / Maximum Likelihood Estimation / Finger Print |
Paper # | IT2017-81,SIP2017-89,RCS2017-295 |
Date of Issue | 2018-01-15 (IT, SIP, RCS) |
Conference Information | |
Committee | SIP / IT / RCS |
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Conference Date | 2018/1/22(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Sunport Hall Takamatsu |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Masahiro Okuda(Univ. of Kitakyushu) / Masayoshi Ohashi(Fukuoka Univ.) / Hidekazu Murata(Kyoto Univ.) |
Vice Chair | Shogo Muramatsu(Niigata Univ.) / Naoyuki Aikawa(TUS) / Jun Muramatsu(NTT) / Yukitoshi Sanada(Keio Univ.) / Eisuke Fukuda(Fujitsu Labs.) / Satoshi Suyama(NTT DoCoMo) |
Secretary | Shogo Muramatsu(Chiba Inst. of Tech.) / Naoyuki Aikawa(Takushoku Univ.) / Jun Muramatsu(Yokohama College of Commerce) / Yukitoshi Sanada(UEC) / Eisuke Fukuda(Toshiba) / Satoshi Suyama(Hokkaido Univ.) |
Assistant | Masayoshi Nakamoto(Hiroshima Univ.ひろ) / Sigeaki Kuzuoka(wakayama univ.) / Tetsuya Yamamoto(Panasonic) / Koichi Ishihara(NTT) / Kazushi Muraoka(NEC) / Shinsuke Ibi(Osaka Univ.) / Hiroshi Nishimoto(Mitsubishi Electric) |
Paper Information | |
Registration To | Technical Committee on Signal Processing / Technical Committee on Information Theory / 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) | A Study on Multi-dimensional Localization with Bluetooth Low Energy Beacon for Indoor Environments |
Sub Title (in English) | |
Keyword(1) | BLE |
Keyword(2) | Indoor Localization |
Keyword(3) | Maximum Likelihood Estimation |
Keyword(4) | Finger Print |
1st Author's Name | Hiroyuki Torii |
1st Author's Affiliation | Osaka University(Osaka Univ.) |
2nd Author's Name | Shinsuke Ibi |
2nd Author's Affiliation | Osaka University(Osaka Univ.) |
3rd Author's Name | Seiich Sampei |
3rd Author's Affiliation | Osaka University(Osaka Univ.) |
Date | 2018-01-22 |
Paper # | IT2017-81,SIP2017-89,RCS2017-295 |
Volume (vol) | vol.117 |
Number (no) | IT-394,SIP-395,RCS-396 |
Page | pp.pp.155-160(IT), pp.155-160(SIP), pp.155-160(RCS), |
#Pages | 6 |
Date of Issue | 2018-01-15 (IT, SIP, RCS) |