| Paper Abstract and Keywords |
| Presentation |
2023-03-02 12:10
Proposal of CSI Sampling for Practical Environment on Device Grouping toward Put-and-Play IoT Systems Shigemi Ishida (FUN), Tomoki Murakami, Shinya Otsuki (NTT) CAS2022-117 CS2022-94 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents a wireless LAN channel state information (CSI) sampling method to use the IoT device grouping system, presented in our previous study, in practical environments. Our previous study presented that the IoT device grouping system utilizing CSI changes caused by human movement successfully groups IoT devices in the same room with an adjusted Rand index (ARI) of 1.00. However, the IoT device grouping system suffers from low performance in practical environments due to the imbalanced time people spending at specific rooms. To make the IoT device grouping system reality, we propose a CSI sampling method consisting of independent component analysis (ICA) and clustering, which efficiently extract CSI changes caused by human movement. We conducted experimental evaluations and confirmed that our CSI sampling method improves mean ARI by up to 44.4% compared to random CSI sampling. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Internet of Things (IoT) / location information / channel state information (CSI) / independent component analysis (ICA) / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 397, CS2022-94, pp. 123-128, March 2023. |
| Paper # |
CS2022-94 |
| Date of Issue |
2023-02-22 (CAS, CS) |
| ISSN |
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 |
CAS2022-117 CS2022-94 |
| Conference Information |
| Committee |
CAS CS |
| Conference Date |
2023-03-01 - 2023-03-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kitakyushu International Conference Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Network processor, Signal processing and circuits for communications, Wireless LAN / PAN, etc. |
| Paper Information |
| Registration To |
CS |
| Conference Code |
2023-03-CAS-CS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Proposal of CSI Sampling for Practical Environment on Device Grouping toward Put-and-Play IoT Systems |
| Sub Title (in English) |
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| Keyword(1) |
Internet of Things (IoT) |
| Keyword(2) |
location information |
| Keyword(3) |
channel state information (CSI) |
| Keyword(4) |
independent component analysis (ICA) |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Shigemi Ishida |
| 1st Author's Affiliation |
Future University Hakodate (FUN) |
| 2nd Author's Name |
Tomoki Murakami |
| 2nd Author's Affiliation |
NTT (NTT) |
| 3rd Author's Name |
Shinya Otsuki |
| 3rd Author's Affiliation |
NTT (NTT) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-02 12:10:00 |
| Presentation Time |
25 minutes |
| Registration for |
CS |
| Paper # |
CAS2022-117, CS2022-94 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.396(CAS), no.397(CS) |
| Page |
pp.123-128 |
| #Pages |
6 |
| Date of Issue |
2023-02-22 (CAS, CS) |