Presentation | 2022-01-20 An Indoor Location Estimation Method with Learning Point Reduction Imai Masahito, Koyama Akio, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | There are many location-based services using GPS. For instance, navigating a car, navigating pedestrians using apps on smartphones and providing some information about nearby stores have already been provided. The services that can be used in both outdoor and indoor environments will be provided if those services are steadily expanded. Therefore, indoor location estimation methods using BLE beacons, which can be installed at low cost, have been actively researched and developed. But those methods are not practical because the operating costs such as pre-learning costs are high in order to realize a highly accurate estimation. In this paper, we propose a highly accurate location estimation method that suppresses the learning data acquisition cost. In the proposed method, the learning data collected in a part of the similar environment using the BLE beacon is corrected and interpolated by using the Kalman filter and the linear interpolation method, and the location is estimated using it. In addition, considering the versatility, we also try verification in different environments and show the effectiveness of the proposed method. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Indoor location estimation / Fingerprint method / Learning point reduction / BLE beacon / Linear interpolation |
Paper # | IT2021-59,SIP2021-67,RCS2021-227 |
Date of Issue | 2022-01-13 (IT, SIP, RCS) |
Conference Information | |
Committee | RCS / SIP / IT |
---|---|
Conference Date | 2022/1/20(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Eiji Okamoto(Nagoya Inst. of Tech.) / Yukihiro Bandou(NTT) / Tadashi Wadayama(Nagoya Inst. of Tech.) |
Vice Chair | Toshihiko Nishimura(Hokkaido Univ.) / Tomoya Tandai(Toshiba) / Fumihide Kojima(NICT) / Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) / Takayuki Nakachi(Ryukyu Univ.) / Tetsuya Kojima(Tokyo Kosen) |
Secretary | Toshihiko Nishimura(NEC) / Tomoya Tandai(Panasonic) / Fumihide Kojima(Xiaomi) / Toshihisa Tanaka(Takushoku Univ.) / Takayuki Nakachi(Tokyo Univ. Agri.&Tech.) / Tetsuya Kojima(Saitamai Univ.) |
Assistant | Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Masashi Iwabuchi(NTT) / Tatsuki Okuyama(NTT DOCOMO) / Taichi Yoshida(UEC) / Seisuke Kyochi(Univ. of Kitakyushu) / Masanori Hirotomo(Saga Univ.) |
Paper Information | |
Registration To | Technical Committee on Radio Communication Systems / Technical Committee on Signal Processing / Technical Committee on Information Theory |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | An Indoor Location Estimation Method with Learning Point Reduction |
Sub Title (in English) | |
Keyword(1) | Indoor location estimation |
Keyword(2) | Fingerprint method |
Keyword(3) | Learning point reduction |
Keyword(4) | BLE beacon |
Keyword(5) | Linear interpolation |
1st Author's Name | Imai Masahito |
1st Author's Affiliation | Yamagata University(Yamagata Univ.) |
2nd Author's Name | Koyama Akio |
2nd Author's Affiliation | Yamagata University(Yamagata Univ.) |
Date | 2022-01-20 |
Paper # | IT2021-59,SIP2021-67,RCS2021-227 |
Volume (vol) | vol.121 |
Number (no) | IT-327,SIP-328,RCS-329 |
Page | pp.pp.173-178(IT), pp.173-178(SIP), pp.173-178(RCS), |
#Pages | 6 |
Date of Issue | 2022-01-13 (IT, SIP, RCS) |