Paper Abstract and Keywords |
Presentation |
2021-07-28 12:40
Microwave Blood Pressure Estimation Using Machine Learning Kota Sasaki, Naoki Honma, Kentaro Murata, Morio Iwai, Koichiro Kobayashi (Iwate Univ.), Atsushi Sato (EQUOS RESEARCH) AP2021-27 SANE2021-17 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This report proposes and experimentally assesses a non-contact blood pressure estimation method using a microwave and KNN (k-Nearest Neighbor algorithm). First, the proposed method extracts a heartbeat component of vital signs from the measured propagation channel response obtained by CW-MIMO (Continuous Wave - Multiple-Input Multiple-Output) radar. After that, this method learns the relationship between some features in the microwave waveforms and simultaneously measured blood pressure observed by a continuous sphygmomanometer. Finally, the blood pressure value is estimated by using KNN classification. The experiment results show that the proposed method can detect non-contact blood pressure using microwave radar. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
MIMO radar / blood pressure / vital sign / machine learning / KNN (K-Nearest Neighbor algorithm) / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 126, AP2021-27, pp. 19-24, July 2021. |
Paper # |
AP2021-27 |
Date of Issue |
2021-07-21 (AP, SANE) |
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 |
AP2021-27 SANE2021-17 |
Conference Information |
Committee |
AP SANE SAT |
Conference Date |
2021-07-28 - 2021-07-30 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Remote sensing, Sattelite Communication, Radio propagation, Antennas and Propagation |
Paper Information |
Registration To |
AP |
Conference Code |
2021-07-AP-SANE-SAT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Microwave Blood Pressure Estimation Using Machine Learning |
Sub Title (in English) |
|
Keyword(1) |
MIMO radar |
Keyword(2) |
blood pressure |
Keyword(3) |
vital sign |
Keyword(4) |
machine learning |
Keyword(5) |
KNN (K-Nearest Neighbor algorithm) |
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kota Sasaki |
1st Author's Affiliation |
Iwate University (Iwate Univ.) |
2nd Author's Name |
Naoki Honma |
2nd Author's Affiliation |
Iwate University (Iwate Univ.) |
3rd Author's Name |
Kentaro Murata |
3rd Author's Affiliation |
Iwate University (Iwate Univ.) |
4th Author's Name |
Morio Iwai |
4th Author's Affiliation |
Iwate University (Iwate Univ.) |
5th Author's Name |
Koichiro Kobayashi |
5th Author's Affiliation |
Iwate University (Iwate Univ.) |
6th Author's Name |
Atsushi Sato |
6th Author's Affiliation |
EQUOS RESEARCH Co., Ltd. (EQUOS RESEARCH) |
7th Author's Name |
|
7th Author's Affiliation |
() |
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 |
() |
Speaker |
Author-1 |
Date Time |
2021-07-28 12:40:00 |
Presentation Time |
25 minutes |
Registration for |
AP |
Paper # |
AP2021-27, SANE2021-17 |
Volume (vol) |
vol.121 |
Number (no) |
no.126(AP), no.127(SANE) |
Page |
pp.19-24(AP), pp.12-17(SANE) |
#Pages |
6 |
Date of Issue |
2021-07-21 (AP, SANE) |
|