| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2019-05-29 15:30 [Poster Presentation] Development of Real-time Body Motion Identification System using Radio Channel Characteristics in Wireless BAN Yuki Ichikawa, Masahiro Mitta, Minseok Kim (Niigata Univ.)  RCC2019-7 MICT2019-7 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this article, a real-time motion identification system is presented which has been developed based on the knowledge obtained through the authors' previous works. At the beginning, we built up a custom wearable BAN channel measurement system with a commercial off-the-shelf sensor network system, where a radio signal strength between four sensors and coordinator could be measured. After preprocessing of interpolation and standardization for the measured raw data, the features are calculated and adjusted, and then body motion is identified by machine learning algorithm. In machine learning, we reduced the number of features based on the correlation of the temporal variation of data. As a result, we confirmed that the processing time of the data could be kept to the level that could be put to practical use, and verified that body motion could actually be identified in real-time. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | machine learning / feature / decision tree / BAN / radio channel / LQI / motion identification / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 59, MICT2019-7, pp. 29-33, May 2019. | |
| Paper # | MICT2019-7 | |
| Date of Issue | 2019-05-22 (RCC, MICT) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | RCC2019-7 MICT2019-7 |
|
| Conference Information | |
| Committee | RCC MICT |
| Conference Date | 2019-05-29 - 2019-05-30 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | TOKYO BIG SIGHT |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MICT |
| Conference Code | 2019-05-RCC-MICT |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of Real-time Body Motion Identification System using Radio Channel Characteristics in Wireless BAN |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | feature |
| Keyword(3) | decision tree |
| Keyword(4) | BAN |
| Keyword(5) | radio channel |
| Keyword(6) | LQI |
| Keyword(7) | motion identification |
| Keyword(8) | |
| 1st Author's Name | Yuki Ichikawa |
| 1st Author's Affiliation | Niigata University (Niigata Univ.) |
| 2nd Author's Name | Masahiro Mitta |
| 2nd Author's Affiliation | Niigata University (Niigata Univ.) |
| 3rd Author's Name | Minseok Kim |
| 3rd Author's Affiliation | Niigata University (Niigata Univ.) |
| 4th Author's Name | |
| 4th Author's Affiliation | () |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-2 |
| Date Time | 2019-05-29 15:30:00 |
| Presentation Time | 120 minutes |
| Registration for | MICT |
| Paper # | RCC2019-7, MICT2019-7 |
| Volume (vol) | vol.119 |
| Number (no) | no.58(RCC), no.59(MICT) |
| Page | pp.29-33 |
| #Pages | 5 |
| Date of Issue | 2019-05-22 (RCC, MICT) |
[Return to Top Page]