| Paper Abstract and Keywords |
| Presentation |
2018-03-16 11:20
Robust Sparse Adaptive Algorithm for Non-contact Heartbeat Detection with Doppler Radar Chen Ye, Kentaroh Toyoda, Tomoaki Ohtsuki (Keio Univ.) MICT2017-52 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The development of non-contact monitoring technique has a great influence on the heartbeat monitoring, such as, for drivers and burned patients. In particular, the heartbeat detection with Doppler radar has drawn extensive attentions. However, since the heartbeat signal contained in received radar signals is quite weak, the detection accuracy obviously deteriorates in the presence of respiration and body motion. In this report, a robust heartbeat detection algorithm is proposed, based on the spectrum reconstruction method termed stochastic gradient. Through correcting the gradient of cost function constructed by recursion error, and utilizing the sparse characteristics of heartbeat spectrum, the weak heartbeat component is extracted by the reconstructed spectrum with minimum deviation. Furthermore, the proposed algorithm realizes more stable sparse spectrum reconstruction (SSR), by quantizing the updating of recursion error. Under the sitting still and typing with a laptop for five subjects, the proposed method is validated to improve the detection accuracies over the conventional method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Non-contact heartbeat detection / Doppler radar / sparse spectrum reconstruction (SSR) / stochastic gradient / adaptive filter / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 511, MICT2017-52, pp. 5-10, March 2018. |
| Paper # |
MICT2017-52 |
| Date of Issue |
2018-03-09 (MICT) |
| ISSN |
Print edition: ISSN 0913-5685 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 |
MICT2017-52 |
| Conference Information |
| Committee |
EMCJ MICT |
| Conference Date |
2018-03-16 - 2018-03-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kikai-Shinko-Kaikan Bldg. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
EMC |
| Paper Information |
| Registration To |
MICT |
| Conference Code |
2018-03-EMCJ-MICT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Robust Sparse Adaptive Algorithm for Non-contact Heartbeat Detection with Doppler Radar |
| Sub Title (in English) |
|
| Keyword(1) |
Non-contact heartbeat detection |
| Keyword(2) |
Doppler radar |
| Keyword(3) |
sparse spectrum reconstruction (SSR) |
| Keyword(4) |
stochastic gradient |
| Keyword(5) |
adaptive filter |
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Chen Ye |
| 1st Author's Affiliation |
Keio University (Keio Univ.) |
| 2nd Author's Name |
Kentaroh Toyoda |
| 2nd Author's Affiliation |
Keio University (Keio Univ.) |
| 3rd Author's Name |
Tomoaki Ohtsuki |
| 3rd Author's Affiliation |
Keio University (Keio Univ.) |
| 4th Author's Name |
|
| 4th Author's Affiliation |
() |
| 5th Author's Name |
|
| 5th Author's Affiliation |
() |
| 6th Author's Name |
|
| 6th Author's Affiliation |
() |
| 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 |
() |
| 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 |
2018-03-16 11:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
MICT |
| Paper # |
MICT2017-52 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.511 |
| Page |
pp.5-10 |
| #Pages |
6 |
| Date of Issue |
2018-03-09 (MICT) |