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
fDate :
Aug. 31 2010-Sept. 4 2010
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;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626310