Title :
Adaptive Left Ventricular Ejection Time Estimation Using Multiple Peripheral Pressure Waveforms
Author :
Hahn, Jin-Oh ; McCombie, Devin ; Asada, H. Harry ; Reisner, Andrew ; Hojman, Horacio ; Mukkamala, Ramakrishna
Author_Institution :
d´´Arbeloff Lab. for Inf. Syst. & Technol., MIT, Cambridge, MA
Abstract :
An adaptive approach is proposed for the problem of left ventricular ejection time (LVET) estimation using peripheral pressure waveform signals. The proposed algorithm, which makes use of 2 peripheral pressure measurements, makes it possible to adaptively estimate the LVET in response to different cardiovascular physiologic states. The algorithm builds on features obtained from global and branch-specific characterization of the cardiovascular circulation as well as waveform features to dramatically improve the accuracy of LVET estimation. The performance of the proposed approach is evaluated with respect to its heart-rate-based conventional counterpart, which shows approximately 40% improvement of estimation accuracy in terms of R2 values from 0.6655 for the conventional waveform-based approach to 0.9222 for the proposed approach
Keywords :
adaptive estimation; blood pressure measurement; cardiology; patient monitoring; adaptive time estimation; blind system identification; cardiovascular circulation; cardiovascular monitoring; cardiovascular physiologic states; estimation accuracy; heart rate; left ventricular ejection time estimation; peripheral pressure measurements; peripheral pressure waveforms; waveform-based approach; Biomedical monitoring; Blood pressure; Cardiology; Heart rate; Helium; Pressure measurement; Pulse measurements; State estimation; System identification; Valves; Blind system identification; Cardiovascular monitoring; Left ventricular ejection time (LVET);
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1616946