Paper Abstract and Keywords |
Presentation |
2022-01-21 14:05
Introduction of LSTM in non-contact heart rate estimation using Doppler radar Kasumi Fujita, Naoto Sasaoka, Moushumi Tazen, Yoshiharu Okamoto (Tottori Univ.) AP2021-152 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In recent years, non-contact heart rate measurement using a Doppler radar, which places an extremely low burden on the measurement target, has attracted attention. In this paper, we propose a heart rate estimation method by LSTM (Long Short Term Memory) using 24GHz band doppler radar. The power spectrum value was used as an input, and the regression type neural network model was optimized using the heart rate measured by the contact type. This method has a simple configuration using one LSTM layer and does not use ECG (Electrocardiogram) signals for learning. Therefore, it can be expected to be widely used. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Doppler radar / noncontact / neural network / LSTM / spectrogram / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 330, AP2021-152, pp. 98-103, Jan. 2022. |
Paper # |
AP2021-152 |
Date of Issue |
2022-01-13 (AP) |
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) |
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AP2021-152 |
Conference Information |
Committee |
AP WPT |
Conference Date |
2022-01-20 - 2022-01-21 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kenmin-Fureai-Kaikan |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Radio propagation, Wireless transmission technology, Antennas and Propagation |
Paper Information |
Registration To |
AP |
Conference Code |
2022-01-AP-WPT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Introduction of LSTM in non-contact heart rate estimation using Doppler radar |
Sub Title (in English) |
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Keyword(1) |
Doppler radar |
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noncontact |
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neural network |
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LSTM |
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spectrogram |
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1st Author's Name |
Kasumi Fujita |
1st Author's Affiliation |
Tottori University (Tottori Univ.) |
2nd Author's Name |
Naoto Sasaoka |
2nd Author's Affiliation |
Tottori University (Tottori Univ.) |
3rd Author's Name |
Moushumi Tazen |
3rd Author's Affiliation |
Tottori University (Tottori Univ.) |
4th Author's Name |
Yoshiharu Okamoto |
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Tottori University (Tottori Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-01-21 14:05:00 |
Presentation Time |
25 minutes |
Registration for |
AP |
Paper # |
AP2021-152 |
Volume (vol) |
vol.121 |
Number (no) |
no.330 |
Page |
pp.98-103 |
#Pages |
6 |
Date of Issue |
2022-01-13 (AP) |
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