| Presentation | 2023-03-01 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, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Blood Glucose Prediction / Dietary intake recommendation / Hyperglycemia control |
| Paper # | SeMI2022-112 |
| Date of Issue | 2023-02-21 (SeMI) |
| Conference Information | |
| Committee | SeMI / IPSJ-UBI / IPSJ-MBL |
|---|---|
| Conference Date | 2023/2/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Koji Yamamoto(Kyoto Univ.) / Jin Nakazawa(Keio University) / Hirozumi Yamaguchi(Osaka University) |
| Vice Chair | Kazuya Monden(Hitachi) / Yasunori Owada(NICT) / Shunsuke Saruwatari(Osaka Univ.) |
| Secretary | Kazuya Monden(NTT DOCOMO) / Yasunori Owada(Tokyo Univ. of Agri. and Tech.) / Shunsuke Saruwatari(Osaka Univ.) |
| Assistant | Yuki Matsuda(NAIST) / Akihito Taya(Aoyama Gakuin Univ.) / Takeshi Hirai(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Sensor Network and Mobile Intelligence / Special Interest Group on Ubiquitous Computing System / Special Interest Group on Mobile Computing and Smart Society System |
|---|---|
| Language | JPN |
| 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) | |
| Keyword(1) | Blood Glucose Prediction |
| Keyword(2) | Dietary intake recommendation |
| Keyword(3) | Hyperglycemia control |
| 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) |
| Date | 2023-03-01 |
| Paper # | SeMI2022-112 |
| Volume (vol) | vol.122 |
| Number (no) | SeMI-390 |
| Page | pp.pp.31-36(SeMI), |
| #Pages | 6 |
| Date of Issue | 2023-02-21 (SeMI) |