| Presentation | 2018-03-16 Robust Sparse Adaptive Algorithm for Non-contact Heartbeat Detection with Doppler Radar Chen Ye, Kentaroh Toyoda, Tomoaki Ohtsuki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Non-contact heartbeat detection / Doppler radar / sparse spectrum reconstruction (SSR) / stochastic gradient / adaptive filter |
| Paper # | MICT2017-52 |
| Date of Issue | 2018-03-09 (MICT) |
| Conference Information | |
| Committee | EMCJ / MICT |
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| Conference Date | 2018/3/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kikai-Shinko-Kaikan Bldg. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | EMC |
| Chair | Osami Wada(Kyoto Univ.) / Masaru Sugimachi(National Cerebral and Cardiovascular Center) |
| Vice Chair | Kensei Oh(Nagoya Inst. of Tech.) / Shinsuke Hara(Osaka City Univ.) / Takahiro Aoyagi(Tokyo Inst. of Tech.) |
| Secretary | Kensei Oh(AIST) / Shinsuke Hara(Mitsubishi Electric) / Takahiro Aoyagi(Niigata Univ.) |
| Assistant | Shinichiro Yamamoto(Univ. of Hyogo) / Chie Sasaki(Panasonic) / Shinobu Nagasawa(Mitsubishi Electric) / Takumi Kobayashi(Yokohama National Univ.) / Shintaro Izumi(Kobe Univ.) / Tomoko Tateyama(Hiroshima Inst. of Tech.) / Ami Tanaka(Ritsumeikan Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Electromagnetic Compatibility / Technical Committee on Healthcare and Medical Information Communication Technology |
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| Language | JPN |
| 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 |
| 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.) |
| Date | 2018-03-16 |
| Paper # | MICT2017-52 |
| Volume (vol) | vol.117 |
| Number (no) | MICT-511 |
| Page | pp.pp.5-10(MICT), |
| #Pages | 6 |
| Date of Issue | 2018-03-09 (MICT) |