| Paper Abstract and Keywords |
| Presentation |
2020-12-15 11:35
A Study on Stress Prediction Model based on Simultaneous Measurement of Environmental and Emotional Data Koshiro Maeda, Tomoki Hashiguchi, Nobuyoshi Komuro, Keita Hirai (Chiba Univ.) WBS2020-26 ITS2020-22 RCC2020-29 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Emotion estimation technology has attracted attention in terms of work style reform, classroom support, and car driving support. However, conventional techniques for emotion and stress estimation are based on facial expressions, biometric information, and language, and no emotion analysis that does not require such information has yet been proposed. Emotional estimation methods based on images and sounds are fraught with privacy concerns. Biometric-based methods are also subject to the stress problem of biometric sensor attachment. In this study, we develop a system for estimating emotions using only environmental sensors, not images or biometric sensors. In particular, we develop a wireless sensor node that measures environmental information related to human perception, and collect indoor environmental data measured by the developed wireless sensors, as well as emotional data inferred from heartbeat and skin temperature measured by the wearable device, as big data. We then use the collected big data to address the problem of classifying individual emotions. Experimental results show the effectiveness of the proposed method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
IoT / Society5.0 / Big Data / Wireless Sensor Network / Stress and Emotion Prediction / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 120, no. 290, WBS2020-26, pp. 103-108, Dec. 2020. |
| Paper # |
WBS2020-26 |
| Date of Issue |
2020-12-07 (WBS, ITS, RCC) |
| 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 |
WBS2020-26 ITS2020-22 RCC2020-29 |
| Conference Information |
| Committee |
ITS WBS RCC |
| Conference Date |
2020-12-14 - 2020-12-15 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
ITS Communications, Reliable Communication and Control, Radar and Sensing, etc. |
| Paper Information |
| Registration To |
WBS |
| Conference Code |
2020-12-ITS-WBS-RCC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Stress Prediction Model based on Simultaneous Measurement of Environmental and Emotional Data |
| Sub Title (in English) |
|
| Keyword(1) |
IoT |
| Keyword(2) |
Society5.0 |
| Keyword(3) |
Big Data |
| Keyword(4) |
Wireless Sensor Network |
| Keyword(5) |
Stress and Emotion Prediction |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Koshiro Maeda |
| 1st Author's Affiliation |
Chiba University (Chiba Univ.) |
| 2nd Author's Name |
Tomoki Hashiguchi |
| 2nd Author's Affiliation |
Chiba University (Chiba Univ.) |
| 3rd Author's Name |
Nobuyoshi Komuro |
| 3rd Author's Affiliation |
Chiba University (Chiba Univ.) |
| 4th Author's Name |
Keita Hirai |
| 4th Author's Affiliation |
Chiba University (Chiba Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-12-15 11:35:00 |
| Presentation Time |
25 minutes |
| Registration for |
WBS |
| Paper # |
WBS2020-26, ITS2020-22, RCC2020-29 |
| Volume (vol) |
vol.120 |
| Number (no) |
no.290(WBS), no.291(ITS), no.292(RCC) |
| Page |
pp.103-108 |
| #Pages |
6 |
| Date of Issue |
2020-12-07 (WBS, ITS, RCC) |