| Paper Abstract and Keywords |
| Presentation |
2023-11-10 14:45
Time-series AI analysis of whole-body movements in independent elderly and elderly requiring care
Hiroki Kawasaki, Takeshi Kohama, Masanobu Kusunoki (Kindai Univ.), Soichi Okada (Ukai Hospital), Eiji Fujita (National Institute of Fitness and Sports in Kanoya), Nobuo Takeshima (Asahi Univ.), William F. Brechue (Kirksville College of Osteopathic Medicine) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this study, we performed a 20-second march test (foot-stomping exercise) on women aged 55–90 years. We measured their movements using a general-purpose motion sensor to clarify the differences in characteristics between independent elderly individuals and those requiring care. We built an AI that learned time series from joints throughout the body and trained it to learn the movements of a healthy person in their 20s. The trained AI was given data from independent elderly individuals and elderly individuals requiring care as inputs, and the prediction error was calculated. The results showed that the prediction errors were significantly higher in the following order: healthy young adults, independent elderly, and elderly requiring care. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Time Series AI / Motion Sensor / Elderly requiring care / Independent Elderly / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 47, no. 35, HI2023-19, pp. 17-20, Nov. 2023. |
| Paper # |
HI2023-19 |
| Date of Issue |
2023-11-03 (HI) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
HI VRPSY JSKE |
| Conference Date |
2023-11-10 - 2023-11-11 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Wakayama Big-ai, Room 801 |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
HI |
| Conference Code |
2023-11-HI-VRPSY-JSKE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Time-series AI analysis of whole-body movements in independent elderly and elderly requiring care |
| Sub Title (in English) |
|
| Keyword(1) |
Time Series AI |
| Keyword(2) |
Motion Sensor |
| Keyword(3) |
Elderly requiring care |
| Keyword(4) |
Independent Elderly |
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Hiroki Kawasaki |
| 1st Author's Affiliation |
Kindai University (Kindai Univ.) |
| 2nd Author's Name |
Takeshi Kohama |
| 2nd Author's Affiliation |
Kindai University (Kindai Univ.) |
| 3rd Author's Name |
Masanobu Kusunoki |
| 3rd Author's Affiliation |
Kindai University (Kindai Univ.) |
| 4th Author's Name |
Soichi Okada |
| 4th Author's Affiliation |
Ukai Hospital (Ukai Hospital) |
| 5th Author's Name |
Eiji Fujita |
| 5th Author's Affiliation |
National Institute of Fitness and Sports in Kanoya (National Institute of Fitness and Sports in Kanoya) |
| 6th Author's Name |
Nobuo Takeshima |
| 6th Author's Affiliation |
Asahi University (Asahi Univ.) |
| 7th Author's Name |
William F. Brechue |
| 7th Author's Affiliation |
Kirksville College of Osteopathic Medicine (Kirksville College of Osteopathic Medicine) |
| 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 |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2023-11-10 14:45:00 |
| Presentation Time |
20 minutes |
| Registration for |
HI |
| Paper # |
HI2023-19 |
| Volume (vol) |
vol.47 |
| Number (no) |
no.35 |
| Page |
pp.17-20 |
| #Pages |
4 |
| Date of Issue |
2023-11-03 (HI) |