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Published in: Medical & Biological Engineering & Computing 1-2/2013

01-02-2013 | Original Article

Remote sensing of patterns of cardiac activity on an ambulatory subject using millimeter-wave interferometry and statistical methods

Authors: Ilya V. Mikhelson, Sasan Bakhtiari, Thomas W. Elmer II, Alan V. Sahakian

Published in: Medical & Biological Engineering & Computing | Issue 1-2/2013

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Abstract

Using a 94-GHz millimeter-wave interferometer, we are able to calculate the relative displacement of an object. When aimed at the chest of a human subject, we measure the minute motions of the chest due to cardiac activity. After processing the data using a wavelet multiresolution decomposition, we are able to obtain a signal with peaks at heartbeat temporal locations. In order for these heartbeat temporal locations to be accurate, the reflected signal must not be very noisy. Since there is noise in all but the most ideal conditions, we created a statistical algorithm in order to compensate for unconfident temporal locations as computed by the wavelet transform. By analyzing the statistics of the peak locations, we fill in missing heartbeat temporal locations and eliminate superfluous ones. Along with this, we adapt the processing procedure to the current signal, as opposed to using the same method for all signals. With this method, we are able to find the heart rate of ambulatory subjects without any physical contact.

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Literature
1.
go back to reference Akay M (1998) Time frequency and wavelets in biomedical signal processing. IEEE Press, Piscataway Akay M (1998) Time frequency and wavelets in biomedical signal processing. IEEE Press, Piscataway
2.
go back to reference Bakhtiari S, Elmer TW, Cox NM, Gopalsami N, Raptis AC, Liao S, Mikhelson I, Sahakian AV (2012) Compact millimeter-wave sensor for remote monitoring of vital signs. IEEE Trans Instrum Meas 61(3):830–841 doi:10.1109/TIM.2011.2171589 CrossRef Bakhtiari S, Elmer TW, Cox NM, Gopalsami N, Raptis AC, Liao S, Mikhelson I, Sahakian AV (2012) Compact millimeter-wave sensor for remote monitoring of vital signs. IEEE Trans Instrum Meas 61(3):830–841 doi:10.​1109/​TIM.​2011.​2171589 CrossRef
3.
go back to reference Droitcour AD (2006) Non-contact measurement of heart and respiration rates with a single-chip microwave doppler radar. PhD thesis, Stanford University Droitcour AD (2006) Non-contact measurement of heart and respiration rates with a single-chip microwave doppler radar. PhD thesis, Stanford University
4.
go back to reference Geisheimer J, Greneker III EF (2001) A non-contact lie detector using radar vital signs monitor (RVSM) technology. IEEE Aerosp Electron Syst Mag 16(8):10–14CrossRef Geisheimer J, Greneker III EF (2001) A non-contact lie detector using radar vital signs monitor (RVSM) technology. IEEE Aerosp Electron Syst Mag 16(8):10–14CrossRef
5.
go back to reference Jianqi W, Chongxun Z, Guohua L, Xijing J (2007) A new method for identifying the life parameters via radar. EURASIP J Appl Signal Process 2007(1):16–16 Jianqi W, Chongxun Z, Guohua L, Xijing J (2007) A new method for identifying the life parameters via radar. EURASIP J Appl Signal Process 2007(1):16–16
6.
go back to reference Lin JC (1992) Microwave sensing of physiological movement and volume change: a review. Bioelectromagnetics 13(6):557–565PubMedCrossRef Lin JC (1992) Microwave sensing of physiological movement and volume change: a review. Bioelectromagnetics 13(6):557–565PubMedCrossRef
7.
go back to reference Lubecke VM, Boric-Lubecke O, Host-Madsen A, Fathy AE (2007) Through-the-wall radar life detection and monitoring. In: Microwave Symposium. IEEE/MTT-S International, pp 769–772. IEEE Lubecke VM, Boric-Lubecke O, Host-Madsen A, Fathy AE (2007) Through-the-wall radar life detection and monitoring. In: Microwave Symposium. IEEE/MTT-S International, pp 769–772. IEEE
8.
go back to reference Lubecke OB, Ong PW, Lubecke VM (2002) 10 GHz Doppler radar sensing of respiration and heart movement. In: Bioengineering Conference, 2002. Proceedings of the IEEE 28th Annual Northeast, pp 55–56. IEEE Lubecke OB, Ong PW, Lubecke VM (2002) 10 GHz Doppler radar sensing of respiration and heart movement. In: Bioengineering Conference, 2002. Proceedings of the IEEE 28th Annual Northeast, pp 55–56. IEEE
9.
go back to reference MATLAB: version 7.10.0 (2010) The MathWorks Inc., Natick, Massachusetts MATLAB: version 7.10.0 (2010) The MathWorks Inc., Natick, Massachusetts
10.
go back to reference Mikhelson IV, Bakhtiari S, Elmer II TW, Sahakian AV (2011) Remote sensing of heart rate and patterns of respiration on a stationary subject using 94-GHz millimeter-wave interferometry. IEEE Trans Biomed Eng 58(6):1671–1677. doi:10.1109/TBME.2011.2111371 PubMedCrossRef Mikhelson IV, Bakhtiari S, Elmer II TW, Sahakian AV (2011) Remote sensing of heart rate and patterns of respiration on a stationary subject using 94-GHz millimeter-wave interferometry. IEEE Trans Biomed Eng 58(6):1671–1677. doi:10.​1109/​TBME.​2011.​2111371 PubMedCrossRef
11.
go back to reference Morgan DR, Zierdt MG (2009) Novel signal processing techniques for doppler radar cardiopulmonary sensing. Signal Process 89(1):45–66CrossRef Morgan DR, Zierdt MG (2009) Novel signal processing techniques for doppler radar cardiopulmonary sensing. Signal Process 89(1):45–66CrossRef
12.
go back to reference Obeid D, Sadek S, Zaharia G, Zein GE (2009) Noncontact heartbeat detection at 2.4, 5.8, and 60 GHz: a comparative study. Microw Opt Technol Lett 51(3):666–669CrossRef Obeid D, Sadek S, Zaharia G, Zein GE (2009) Noncontact heartbeat detection at 2.4, 5.8, and 60 GHz: a comparative study. Microw Opt Technol Lett 51(3):666–669CrossRef
13.
go back to reference Pan J, Tompkins WJ (1985) A real-time QRS detection algorithm. IEEE Trans Biomed Eng 3:230–236CrossRef Pan J, Tompkins WJ (1985) A real-time QRS detection algorithm. IEEE Trans Biomed Eng 3:230–236CrossRef
14.
go back to reference Petkie DT, Benton C, Bryan E (2009) Millimeter wave radar for remote measurement of vital signs. In: Radar Conference, 2009 IEEE, pp 1–3. IEEE Petkie DT, Benton C, Bryan E (2009) Millimeter wave radar for remote measurement of vital signs. In: Radar Conference, 2009 IEEE, pp 1–3. IEEE
15.
go back to reference Poor HV (1994) An introduction to signal detection and estimation. Springer, Berlin Poor HV (1994) An introduction to signal detection and estimation. Springer, Berlin
16.
go back to reference Rioul, O, Vetterli, M (1991) Wavelets and signal processing. IEEE Signal Process Mag 8(4):14–38CrossRef Rioul, O, Vetterli, M (1991) Wavelets and signal processing. IEEE Signal Process Mag 8(4):14–38CrossRef
17.
go back to reference Uenoyama M, Matsui T, Yamada K, Suzuki S, Takase B, Suzuki S, Ishihara M, Kawakami M (2006) Non-contact respiratory monitoring system using a ceiling-attached microwave antenna. Med Biol Eng Comput 44(9):835–840PubMedCrossRef Uenoyama M, Matsui T, Yamada K, Suzuki S, Takase B, Suzuki S, Ishihara M, Kawakami M (2006) Non-contact respiratory monitoring system using a ceiling-attached microwave antenna. Med Biol Eng Comput 44(9):835–840PubMedCrossRef
Metadata
Title
Remote sensing of patterns of cardiac activity on an ambulatory subject using millimeter-wave interferometry and statistical methods
Authors
Ilya V. Mikhelson
Sasan Bakhtiari
Thomas W. Elmer II
Alan V. Sahakian
Publication date
01-02-2013
Publisher
Springer-Verlag
Published in
Medical & Biological Engineering & Computing / Issue 1-2/2013
Print ISSN: 0140-0118
Electronic ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-012-0977-6

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