DocumentCode
2922448
Title
Hidden state dynamics in laser Doppler vibrometery measurements of the carotid pulse under resting conditions
Author
Kaplan, Alan D. ; O´Sullivan, Joseph A. ; Sirevaag, Erik J. ; Kristjansson, Sean D. ; Lai, Po-Hsiang ; Rohrbaugh, John W.
Author_Institution
Dept. of Electr. & Syst. Eng., Washington Univ. in St. Louis, St. Louis, MO, USA
fYear
2010
fDate
Aug. 31 2010-Sept. 4 2010
Firstpage
5273
Lastpage
5276
Abstract
A laser Doppler vibrometer (LDV) is used to sense movements of the skin overlying the carotid artery. Fluctuations in carotid artery diameter due to variations in the underlying blood pressure are sensed at the surface of the skin. Portions of the LDV signal corresponding to single heartbeats, called the LDV pulses, are extracted. This paper introduces the use of hidden Markov models (HMMs) to model the dynamics of the LDV pulse from beat to beat based on pulse morphology, which under resting conditions are primarily due to breathing effects. LDV pulses are classified according to state, by computing the optimal state path through the data using trained HMMs. HMM state dynamics are compared to simultaneous recordings of strain gauges placed on the abdomen. The work presented here provides a robust statistical approach to modeling the dependence of the LDV pulse on latent states.
Keywords
Doppler measurement; blood flow measurement; blood vessels; hidden Markov models; laser applications in medicine; medical signal processing; skin; vibration measurement; HMM state dynamics; blood pressure; carotid artery; carotid pulse; hidden Markov models; hidden state dynamics; laser Doppler vibrometery measurement; movements sensing; pulse morphology; single heartbeats; skin surface; Biomedical measurements; Data models; Doppler effect; Hidden Markov models; Measurement by laser beam; Strain; Strain measurement; Carotid Arteries; Humans; Laser-Doppler Flowmetry; Markov Chains; Pulse; Rest;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location
Buenos Aires
ISSN
1557-170X
Print_ISBN
978-1-4244-4123-5
Type
conf
DOI
10.1109/IEMBS.2010.5626310
Filename
5626310
Link To Document