| Paper Abstract and Keywords |
| Presentation |
2023-03-01 15:50
Implementation and Evaluation of a Hyperglycemia Control Support System Considering both User Preference and Blood Glucose Level Nanako Michiura, Yuki Matsuda, Hirohiko Suwa, Keiichi Yasumoto (Naist) SeMI2022-112 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, there has been much effort to develop self-management systems to control hyperglycemia for diabetic patients. However, there are few ways to help non-diabetic people avoid becoming diabetics. Since diabetes cannot be completely cured even after remission, it is necessary to prevent diabetes before it develops. In this paper, we propose a system to support the prevention of diabetes by monitoring blood glucose levels in real-time, calculating the foods to be reduced in consideration of the user's preferences, and presenting them to the user when the system predicts that the planned meal will cause hyperglycemia. In this paper, we design an experiment to investigate the feasibility of the proposed system and construct and evaluate a model for predicting blood glucose levels. To construct the blood glucose prediction model, we collected data (dietary information, sleep information, and physical information of the subjects) from ten participants to predict blood glucose levels two hours later. The results show that the constructed model could predict blood glucose levels with RMSE of 7.66 and MAE of 4.66. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Blood Glucose Prediction / Dietary intake recommendation / Hyperglycemia control / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 390, SeMI2022-112, pp. 31-36, Feb. 2023. |
| Paper # |
SeMI2022-112 |
| Date of Issue |
2023-02-21 (SeMI) |
| 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 |
SeMI2022-112 |
| Conference Information |
| Committee |
SeMI IPSJ-UBI IPSJ-MBL |
| Conference Date |
2023-02-28 - 2023-03-01 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
SeMI |
| Conference Code |
2023-02-SeMI-UBI-MBL |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Implementation and Evaluation of a Hyperglycemia Control Support System Considering both User Preference and Blood Glucose Level |
| Sub Title (in English) |
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| Keyword(1) |
Blood Glucose Prediction |
| Keyword(2) |
Dietary intake recommendation |
| Keyword(3) |
Hyperglycemia control |
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| Keyword(5) |
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| 1st Author's Name |
Nanako Michiura |
| 1st Author's Affiliation |
Nara Institute of Science and Technology (Naist) |
| 2nd Author's Name |
Yuki Matsuda |
| 2nd Author's Affiliation |
Nara Institute of Science and Technology (Naist) |
| 3rd Author's Name |
Hirohiko Suwa |
| 3rd Author's Affiliation |
Nara Institute of Science and Technology (Naist) |
| 4th Author's Name |
Keiichi Yasumoto |
| 4th Author's Affiliation |
Nara Institute of Science and Technology (Naist) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-01 15:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
SeMI |
| Paper # |
SeMI2022-112 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.390 |
| Page |
pp.31-36 |
| #Pages |
6 |
| Date of Issue |
2023-02-21 (SeMI) |